{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: '/Users/satu/tmp/1.pic.jpg'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-1-6983a0810af5>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrun_line_magic\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'matplotlib'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'inline'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mPIL\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mImage\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mImage\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0mimage\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mImage\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'/Users/satu/tmp/1.pic.jpg'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      7\u001b[0m \u001b[0mimage_array\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\PIL\\Image.py\u001b[0m in \u001b[0;36mopen\u001b[1;34m(fp, mode)\u001b[0m\n\u001b[0;32m   2546\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2547\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mfilename\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2548\u001b[1;33m         \u001b[0mfp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbuiltins\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"rb\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2549\u001b[0m         \u001b[0mexclusive_fp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2550\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/Users/satu/tmp/1.pic.jpg'"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import PIL.Image as Image\n",
    "image = Image.open('/Users/satu/tmp/1.pic.jpg')\n",
    "image_array = np.array(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(561, 574, 3)\n",
      "uint8\n"
     ]
    }
   ],
   "source": [
    "print(image_array.shape)\n",
    "print(image_array.dtype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "w_r = tf.placeholder(shape=[None,None], dtype=tf.float32)\n",
    "w_g = tf.placeholder(shape=[None,None], dtype=tf.float32)\n",
    "w_b = tf.placeholder(shape=[None,None], dtype=tf.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensor(\"stack:0\", shape=(?, ?, 3), dtype=float32)\n"
     ]
    }
   ],
   "source": [
    "w_rgb = tf.stack([w_r, w_g, w_b], axis=2)\n",
    "print(w_rgb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "w_expand = tf.expand_dims(w_rgb, axis=-1)\n",
    "#w_expand = tf.expand_dims(w_expand, axis=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensor(\"ExpandDims:0\", shape=(?, ?, 3, 1), dtype=float32)\n"
     ]
    }
   ],
   "source": [
    "print(w_expand)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = tf.placeholder(shape=[None, None, 3], dtype=tf.uint8)\n",
    "inp = tf.to_float(x)\n",
    "#inp = inp/255 * 2 -1.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "inp = tf.expand_dims(inp, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "output = tf.nn.conv2d(inp, w_expand, strides=[1,1,1,1], padding='VALID')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "w_r_value = np.array([[-1,-2,-1], [0,0,0], [1,2,1]], dtype=float)\n",
    "w_g_value = np.array([[-1,-2,-1], [0,0,0], [1,2,1]], dtype=float)\n",
    "w_b_value = np.array([[-1,-2,-1], [0,0,0], [1,2,1]], dtype=float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "sess = tf.Session()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_value = sess.run(output, feed_dict = {x:image_array,\n",
    "                                            w_r:w_r_value,\n",
    "                                            w_g:w_g_value,\n",
    "                                            w_b:w_b_value})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 559, 572, 1)\n"
     ]
    }
   ],
   "source": [
    "print(output_value.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_pic = np.squeeze(output_value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(559, 572)\n"
     ]
    }
   ],
   "source": [
    "print(output_pic.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x118a91b90>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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7ROdpjkequsbHwNX1NZVKXZLROVRVIIXgwZuv8dFHj/nR++/x9ttv4yZRmAes\nc1gfF3l/3/cLWHu4vOTTx4/Z5hXApFBO2I23juA8+5sd14+e8O6f/wWu6SmRjN2AlAoRYOwHMmOQ\nWhKUWnQeXxY09N4n4dxztufb3RBT+2lqn0khyD6zqZ6Rtd59CBLnPSSRkTKaLM/J8gyTZWR5htL6\nGULK3ZkKiQeQokhV1Zyfny+zIOZN60NKPefyZLVZJ2bi5LSUVknJ6f2CB9xlMhqjp5bsuDipOSWf\nOwaz48jzPH02Enffh5Bma0hJvarRJr3vervh4sF9dJHx+ttv8Tu/+7t897vf5Wtf+xqvvPIKm81m\n6YC0bUeIkdPTU7YnJ7z2+utsNhucc6w2a5quxcfb7EwoidQJuBUqOcW27+iGnrbvEmbhXZq3oBXH\ntiFMYFvTNHz66acLOSvLMopVTZSCQ9vw6PHjVAZNwj2lJCGkCDmOA947hIjkKBgdDBbpI2GwjIeG\nv/j+n3O42bG/uWF3c7Osj6woGOyICx5UImZZIvXZls3FBVFpmmHEI4hCYp3neGxviW/TeoBUMgqS\nhDtMznteg845vHMoIfjwg19g+4Hd1TVXjz7FHjt0ECgfURFyk0FMkf1uZ+PL2hzUnrc9X+2GzhlG\nDx6qvEK7iB0DWmicTJttcCNSa6IxiJjSX+dGpAAb3CRuSimetZ4hN4uE+XRzRpAG5z1eCMhSSh+m\n/zfdQBSK080aWa3wSiPziq5tMTrHR4ms1ozSQBRoIRKwV+S48Va67MKYhGg6QwYNUzutLMpJzwEx\nJJ6FHUGrmpALlDFJtKUEFocTlpKCODgKqYkhYrKUxWRTq9FaS+891ujFuWzrkvVrL0/AZ7+QqnSe\nMYwjq9WKGGN6fnJMN8cDKs9ox4HBO5TRDH2Pa1I7dF0n3sfYD1ycnXNS1yg8XdOyrkrW6y1Pr25o\n256yyJY288n2HID94cCrDy74weOPGboDhBHcQPCB9fYcJTXJRwgEkuCnWSJGIb2D0RGcQxQ5KjMM\n+5Y//b//De/85nd4+Rtvpwwx05R1STfuaA8H1qsTMpMn3YpVlHnBerXi5vo6ncOJizIMI+t6Qzu0\nSdA1elxvCaMnDIHSFIxNAzIyxgFVCtrY0fue49MryggnZcm99ZahvoJmQHjw3i3tb601lTRYMY/J\nmWwS3cVwq8G46wgyn7p7c8Z762A+X6UpBMT4JWN9lL+EjkT++ozluWMSM/jYNE2qy41Mg1Wm6K2C\nSnLqEJCur1pgAAAgAElEQVSTQEWmgQVTnRfJTMo8nO1xNtD6Huccre6J7vZ97rLY+nFkGEdeeeUN\nXn/jTbrekuUlVV2jZrn3lBEkym7N7nDD6ekp3bGBicprraVa1YtuQqVYhFQK71P/3YeQqMBCpVTX\nBqScRV+gjQEiZVnhJ6Bq1lLMpVZ6rVhAtlmk1bYtZVFgjFk4DXMEVFqzmaZlnZycLBFzbpfNWI+U\nclGFzoDlXT3M8XhESzB5htSBY9PiomB9ssW5QNcdEEC9WjNay9D3+BBpxp7txTk/e+89+nHAi4g2\nOgnpBkf0KZ0fbKLgE8D3I3GwqBBRSjNYh9YZo4zs2yPf/7d/xm8XintvvoYgQ2Zm6gxF9vs9db2i\nrleMY8oKX331VS4vL3n06BFd1/1Sl6tpmiSbn2joN5c3VFVJMw4oKRj6AVkYbGt58ugx3W7Pd954\nm5W8nYQW7rJ472BPS2l7p0s3P/8ftm/+g379S9tzpmWnbsEC2lmLG+3kECRGa9TEe5hbQXf/lcg0\nrSpC0mUkpaebxoN1fU839Ax2ZHSWpmuXh1CGiMBNM+uyvECbpHycF5Hz/rYl6hIpaZ61MHdJQgi4\nEHDBY51jcBbrHTozuBCQKrEqRzviQ0AqhcmzxWHNuMQMbs6bfyYrzbhMVVXUdb0Qo/q+TzMRynJJ\nm+fPtYi/EAvhqWkarq+v2e/3zzAj1xOAOROtQrhF95Owq5rKINg1LRhNsVnjpaQZRppxgCKnPj9j\nIHLVHulFJGSGo7U4KTm5f58BwGTIoqAZ7USJTy1aIWUiPimNsBHhoJA5Oio2+QrGQNv31Os19156\nicOx4frqGhHh6unlQlFfTRR65/xCmiuKgvPz8wVY9t5TlgkLmVuoSimaiQiXqOzZcl6kkjhnGbqe\n3c0N29Wadb3iRz/8IfubG7x1y/m8S3m/S3MHnmnp/zJJ8FcxsTxiYg0sj6/anjNP4pZTnuc54zhi\nh4GiKhBCMjpLpjUuBESYEd2AVgohIt47vAv46BfgM8ZAjAIpRdJWTJhHnOq7uc5TQZDlJfcevAxC\nYp1DR4Hte6S1DHZEFzlVkerq0Y5opbi8vOSll15if7MjhqQkHF0COXMBUiT9QGYyPBEXA14kcgvR\nk2UVWV5gm1nzEFmVK0JwNE3D2dn5wv6btRczO/JuSzixKqfhOaTvhRDPOIpIXMhQs5qzLMsls+j7\nfsFL7grHZoHXnMlUVUVnB2KeIfKCru243k0y8bzguDsSn3xKnuVoY9BC0rQtq8JwtCPZdoMoS4os\np9AZznme7I+cn2W0XUeRF4hcUVQ13fVhyZgCEestXkpefeNNXv36W+giI6srWm9pmibxO4TA+0AQ\n6dw0TcPJSZpVcXl5yXa7paoqrq6uprZtUu9KKROtHBax2zAMdF2L63pOTzYor7lpDogI56dnfPOt\nr2FsoG9aok8gaoFa1tV8vbxPyuaFHGUtOs9x1i6Z6l2br+vdr+9+f7dtnxjFX847zIA7cyv2S/A3\nnruTmG32xiEmyba8I3MW08EVWU4kJDahiAQlCcExjBKBSkNBSQPexDQEFpmAuSgSqi2lREmFUJqz\ni/ustycUVU07Hmi7nmKVgE9lNL0d2R/2eJKcerA92Z2orZVK7EPSe0ijCS6Bk0GmUW7M7dbJEfVD\nkpnLqduQpktJ5ms4C6Zm4dUceeZswxizRMU5G8mVnmZiJPbkMqruM6y6NPxmz3a7XVp+MUa6rqOq\nqoVgFGNcojLA8XgkW1XsmoZdPzBYhypy6vUGKRXF2XrS0MyZkcOsaoiO0HXce+01/ot/9I94/NHH\nuGHk6adP2Dc9wnYcuyNF9MRVwdA3iEzRNy25iLjgkXnB6csPePXrb5GvKoTRnN+/hzruuTkmKX5x\nfsZqVXPYtyiV5kYej0dMlnF2draUsicnJ+x2u4k+PzyTZc3MxTzPUdstvZBJt6OS49yebqjLCmLk\ne9/7E26urpFRsF2t8f24/P7dNjvcbnhzh75+1yF81u6WJs/MjriLO8S7CudfnWs9T3f7sl2W50um\nmtL12WumNN8iiKjUIyTE6WutMVrjvSOlXCExK6XCa/UMJXW+SHF2mBMxqajSHE3rLEbm5EUJQtL2\nA95Htps1NqR5E6bIsc5RrzZLt4EYU1retMuQVqUUQcDoXFrUYmLKCTGBmn5RHUrSDInI7ci+cRwR\nbUTrRISaHcOcus5Ocp4hsbSDpwXZdR2jkJyfn9O2bfp7IlGnB+cWHsqMWczKzXGaUcn0WWbnMs++\nPB6Pi6NYrVa8+9FDspMN680JZ3XNar1NlHSt8NItXIO53ZyZjK5tuPfyK2gk9x7sePDSy0QfePLp\np/z8vffx3nN+umUcBj497NhuT6g2J6wuTrl3dk5el5y9/ABR50gJ63XCi/oxlYRVVdH3PVdXV7z8\n8ivUdU3b9jjnE7YDy/StmbiWCFT9AvrODNi5FBG9JS4y+ZbeDtx7+T4vvfwAXODf/vmfs7u+4ery\nkt31NXWR0/Tpb9xdf7Ojvjvhq23bNET5C7KAX8lJPLPL/3pQ8xm7qxf5kl7iuQOXaQBHiroSMMGg\nc42QMg2HjZFAQAYPyiY+e/QIkohLEFFBoaVOugQhkhR3GnoXo0OKNPBWCU1mFCIXlMUqiaa0QhqF\nMhKtBTLkDOOARlEVFUM3JDFPXRGkSDMoqorNas0nH3+UhFshTaUeuoHcGIQSENMmtt7jQ0CTFqLR\nPo2MdyNCyEmAZAghzYMsimKhPc+LWgixDK+dgcthGBb2ZrAe6z1Sa/IsY7ff03QdOjN4nyZ1ZVlO\njFDXK/b7HUVRPMNqbZqkiMzzYpHRRyFwwKPHjzi7f4/TV1+dRtZLTJ7RdA1FUbIfG4SA9WaTgEDn\n2B8bZCYJ3UD0nrrMocyxbcfXvv0ttvfvY63jeDxSrRLbdXuyRZYlJ5stm9WadugJUuAkGC0geLQ2\nEDxhHFlVNVdPLzHbTXLspmC1XTNaR5kVHG52HA6HxelmWcZ2u6Wua54+vWK/3wG32U8IAR1TiVNv\nN+TrkgergrwqaI8H9pfXaKC92dEfGgpl6PZHvE3OGJhYlQlU93f6GpE0S8IYjRsd8jP7NMZ5AO6d\nvTHNWREyjegj3v17kwP54h22fCWWCkPc7rtf0Z6rk7BTlPM+MQSFEBidI4Igeo+OqQQZxgEFhKEj\nTmxC7z1MXYAwRjIhkypT3daBCImS+hbkGVN7SWWGdVmBiOR1wegcplDY/gjBsK7W2OCRQhAGS1mX\n1EXNoW1Siy0EnuyusCIic4Ps03QtHIxuRIaIIkNqQxBphmEgIqVAxIBW4IgYLRYNBEBwHqfdM9Fk\ndhafZZ/OnZXkMCz1hGPoLEdqQxSSGAVVVU+zPQV937Hb7ab7eZyy2+3oum7JwrTWRB/x0300YqZ5\ncnVJdrJhdX4Ok3R8vV7jgwM8u90l12ObpluNhsEl5WixKnES0J7Hjx7RFxVWRIrTLaOA1dmWqq7R\nWUa9WSX8wVpkUaKM4Wl3xAePEgotdKJV7xJQKEgdLonA9gOf7B6SSU1WB3wEtGIkLADl3LGZ1bIz\n07VpmmVSmRBQljl5lnF+fgZEpITR9vjg2d1cEd1IaTTNzTXjoYF2IAwWkUtEiAuAPJcDNqahtn4a\nEDyD2BLQy0jGKfuIcxfk9l4mSfU8LeUp+KWajltv8gXYwt0fpfV0Z9TCl7DnjkncBeXE5O5CCISY\npvdobRJQKRXIW7RfKbWAdHc30Pz3QgggwcVEugoxptIlSyn32cU5XmuscyAVSkiGbiCTcpKvg1GS\nUuZEIn3fEn2kb9OGXq1WnJ6d88nHHyN0EqCMIVAXOUJJdoeGcrVGm9suRiQurbe7Kj45xZ/cZGmg\n64RXjOP4zOvm31sG/U6OVcq0Cea5EXOZMgPCsyM4PT2l67oJvEulxdwZWND2iQzkYwTvObYNm+KE\nR0+fULgkPGtsz75r0kg4CSpCqQ2+HymURktNc2yQRUaVF7xycZ8yz+E0sl6t8WNiMFZ1zb49LpOv\nR+do23ZJ/ecJVyEEooxIJVFZRp5liBBpj6l9+fDd9wiD4zu/+dtInbIN2/bkRclut1vKss1ms4C1\nm82G9Xq96FPm99VTxjEPgUkUd0VWFug858ff/wuyqiCvyjRFfbTs2v3tzaXuYBNxUioTUpawPD5n\nLywYBnHhVP9dGWP3nAfhqkU3sOATTP4uzvJXcTsqXYrlQszRN8syor/lQGRZtrSbtNZok0beCZkQ\n97wsKaqSclXz8NEjXnrrTVwU2G7Ax4j3lhBdGqEXITAN042SVx+8wu54SAttcDh3QGiDbUfKasU4\ndOzajouzE7wYcM4j1e2GHqe5FZ9Fsu04IhAUWU5WZAszE1jaaUKIRdpd1zX7/X7BGGYSVZZlz3Ap\npJTLvUKsTd2AucyYZ1zMOMf8O0IqsrKkdyOfPn2aVJCHA/XFObvjgaZPXIOyLEFJtMx4bb0lm7oD\nACenp7gTixfQdx33HpwsE6vmKdCDs/S7a3aHPfvjkUNzpOt7kJr79++zWq2oqoqTk5N0HO2B1XqF\nHcY0zVppmkOaqfH0o0d88vAj6mLFa2+9xXlZkRtDOwzLYJ653BBCLGrVfqb2S8nFxUUquaY1d3V1\nmc5VsNR1BWPHow8/5v4rL/HxsUXnGfvdJWG0z/BaZucMIOap1D6kzGd6fF4cX3CMMGcPv57Rdb+K\nPfdMYs4ilslNYpqcJBQh3ApY5jRuTs/mTXQX3JuJLEstrxSJMZFO+NzaOy3PkEqhsgwXPEW9pm97\niqrEN2l+RBSCvMixfYvJDMpo9td7IpGqXOEIOAT5akWMlrZr0+j6oaezDpFlifLM7Uafuy+zECnI\n5NiMyZLEXcoFeByGAbjtrwPPZFDzNOs5fZ7fZ+6CaK2XbsX8nnexDSHEAvzNTsI5h8p1gsJC4PHT\nJxy6BicifQycv/Qyp6en5HmaHN02LQgoSQNkMq05Ho88aToEJNGWMVw9+pTRpZaqdY6mbbk+7BLh\njMj1zQ0mN2miQkij8eY27vn5Od/+9rfJiizdFjAvlkDxxhtv8PDhw0SQCoEPP/yQ+6+8QnM8stqc\nLNnB3BGauxcziDiDt3fJaunrwHq9xrn088ePH9N3B7yAar2iWNU8iQFTFQQpGTv/S90KIQR6urWB\nliplFRO7FqkSxXs653fbm3FpP8Ql+4xx+cEzZK1lX3zOvhJiDre3zz0DhH7B73/WnquTuHsHqTlS\nOu+RkwAqZQe/3E+e+QNz+p3mQD7Lj18idYwQPErqSebdcXZ2hlCSLM/oxxGR2eQg+hGl5dRO9kTC\nNPQmTqBhyXaz5ro5oAqTaM3DQFmUdOOAB2SW0QwDWgpciIk7IFLfXEiBRC4LEgHBh0TxDmkRlXWx\nOL75WOcoPy+Ou2XFOI7keblkJ/NcyrlLcXJyski6tdbLBKtZo/JZJF4rifMuibOKHGkHirJMsxiU\nZmUy/Oi5efQpwacJ5H2U06YbCCEtcGeTfuNmv0NlhmPT0HvL21/7Guv1irOX0s2PmCY1uakkVEIv\nU8uzLFsmfeUyTTW/ubpms14nHCEmx/nm194mK0t0UXJ5c5VEXnZYzvNM2puj/OxIZ5B4JlHpSfmZ\nyrCBq6sryirxRoYxAdx29JgiZ3O6pQ0xOXrvnplnOpe9Oi3YaR5FYi7KX1rRz278u04iTkBlSB32\nX1rbn2dfhdbj74STmIeyCJEktansSPemuGt3s4YZd3hmGs8UsRfprVKMPgnAMpHA0CzL0nzI/ph+\n7iybzNBPCHUm5ylASXyklEykKGfRqlzKHCEVg7X4GKhWK7I8Z+hbbN/Tdw0qS6WOcw7nA6tpAvc8\nvEQbOQGqkaIsl1o14J9xEDMj9e6xzfXvXGLM5QOQht8YwzhpNuYRdPN5vjuwdi5r7g7ytdYmYZmQ\nNF1q2Z2cnXKyOSG6RJve7fZYOxJ8So2zmMqp0qSMpqqSdP7Jp5+yrVYUdYUQgq3RvPPOO+m6lRnM\nylopFlr00I3L7RL2+z2r1YqmaWjblqJMLdumaeibFi1TCfHt3/oNDscGi8DFyPV+T9SpAzTzP2au\nRN/33NzcPMNSvYsRBe8JwbNaJdFflusEZKrXePTRRzx+/0N0nlGuatrrfbo/yDRVfKbmzyblrcDw\nb9rYS5CLS8FNjNN9dCLPVB//v3ISMyV5ZqhNTy61WVJjSrSWIG6R/pkyPEdLUwtiTLdrsy4glQYE\nRZVj+zFJxl3AioCua+S2pu+adC9RaxHWUkpBrhR9GNGZoj92aO/BpaxliIJuPBBIN4FxdiCrKiKw\n7zqGoUcrwa5t0EpClrM7dpxua6zt0T6QqzTXQQkBSoGSKJmo4cG5NEpfBOzgWK/X2LaFGMiUpO86\njL4diz+ft/QQOJee67qGGIspOvk7EeoWNJ1v5TeODmP0EgWdc8igUCGwzipeWp/y+OljdD/Su0tC\nhMPlY4wxlEVBtV6ljG70U3s3tVlX9Yab6z06pulgsR3Y5hVP+yOf3FxiqpKtNxitCCGSZwUuRITS\n1OtsySqFStyR0Vn6rse7gNYZVVWBUMvgm6I64aw6QRlDWVc8ubqkKgqUlMswnTnKX19f0zQN5TQJ\nq5omnM08kXmzrlYV63XN/nBD36f5pq+/8TZVVvFpXvH08po2UzgMneuSOC/P8N2A9gGjFFGY5WY7\nAogizc0IEoJOYsH5ln5xxqGWzkO6w5ec2dj8colxl5UZYyT4qZz5GwhWQtwGqFvv83dU4HV36tTs\nKOKsiYhhurgR7xMsHHDL786LXU+y3rl9ZIxBinTbvjndlBNoub44pY/TXa60XsDRQ3tknZWEeHui\n5lR3dl7r1YrD/ial68agpiwneE+ZT9Oc3MCqLPHO4saBJqa7jRVlkTQeMU1ZJkbixKwUIaJlKicS\nsH17N7J54w7DQFlVqGmic9/3S3YwL5i7gO1c5zqXsp48z5duyQxeCiGWjGQmUSUSlFk6TBfnF5hc\nM/YD+apO96NYr9ms10il6JqOZrjhdHNGpjKc9XRtB2NAuCTSK4tEH5dlzk3fkEvNvfMLhn66H8ic\nQcqEI7kJCASW+3qcn5/TNA2Hw4H9fr8Ei7lEkFaSlwUupPKnLEuKsiSb5Pf7/Z62ben7fslOrLXL\n7ROARTQ33x7x+voKIdK5fPDgQXKWRvP6669zf3uKCpEfacOHv3iI9oFoCqR3SKGIY+L3jCEuA5HC\n1A5lYtbyFUT8r8qecyYxR8UIKOJUl8qJUn07sSdJWX283fRzqq2UIk4AkLUTd0Dfpuvj6FCZWEbT\n1Wfb5eY0u2PDtjql7XtO6w1eDujMcGwTk9JNsnBkGjJT5gXOWuxoqU9OidNnmev7cRzomxY7Dpxs\n1qxW6/S3iCgi67LETNoFLVKnXESw3mNyg3eOcpWc09x5mMeqESNVWS3doNkhpI1mFiVsOl9377Nw\ny8W4e3et9XrN9fX1gnXM4Ccx8fzHsUdqyfnpWaKBjyPF/0fdmwRbkqV3Xr9zjs/ud3pjzJGZlTVI\npZZqEJoQpmqpaZnAsF5gsGAFbGFPs2ILLGHDBsPADMwwWNC9aEPQjaCtkUlqlaykqsqqyqrMrBwi\nI95w3518dj/nsDju/l5EZVaprdWdws3CIuK9iPveu/f6d77v//0Ho1jMFs4NW0GqAlbLDGEEbd3i\nCcVxNqepO3TTkw6n9eFwQBrwrKBvWg67HVL5jipfVYRm8AW583ON24gRwBxtCEd9xHq9nrJMFl7m\nMArlfEc1lmfPnk0iON/3KctyGjVXqxVSCMqypCzLSTh3OBwmUdhyuUTrDs/z2O12pHGG7jrqviWK\nUr76y7/CLJ1T9/+YF7u3hw2YwGiwxrothmDarAljwIiJaPf/p+uz7SSsC4WtynKq5GrkOQwFAVzj\n5KTg7U+g/S4Byk5rqBH4DYIAK263HlJJdnlBdnZMkiQUTYM+GMI4oiwKkALlewONWdFpjRcGGAHK\nUyAFi2RG2bSgNVmaUmuNL4ZgG+M4Hefn5+SHvWMFYklnMw7bGzrds5w5FmESxQPJy7qkcGuc/T63\nnUKWZdMM7S5XNLuue0mQ5Xke4eA5cReocxuQaMIb6rpmsVhMN8PYJaVpOo1wUkpsN3g7zuaUbQnD\n6ayMcQ7bTYM/UMSbpqFvWzwVDL6XM6qqIgoTwjCmlz1t2w2GOT2e77Pb71BpxHwe4QU+TevUsXe/\nh7EQ3l3XjjqLBw8eTB6aUjqdz77aY3HF1grozK2Cd9TCjFT1ccRQSpEkCbvdju12O+EXLlioJAwD\nnHw/pq4rp8nBMU3rvGCRzviFr30NFQR8N5nz4Xs/pjrsKTdblBS0VUWH63i6YewzWHrteJjjYTcy\nh0e69ieB7/By4/Fp2wkXUPWzO5RXqeM/6/qZUnEhxH8rhLgQQvzFnY+thBD/hxDiB0KI3xdCLO58\n7r8SQvxQCPEtIcRXftpjN03lTizptgld1wxWdsb5Rkjpuos7egW4LQ5FUUy8/JEYdJdYNY4yYjhN\nx3Ttruvww3CSjXe6ByVJsmxa/41Ucc/3nRZDSg67vdujA2VRUBYF3kih9tTkiB0ELkKu7ToXCHNy\n7GjMdUnX987KX1vquuVwKDAatps99SAUGlO4ytJpRLIsQw9vtJFxOf7MI9noLnh59xo/PnZfoxoU\nmEDBEXCz1uIp5ajvQBxGhH5A2zT4gQMaDe5m7I1xGaZS4icR6XLuvB2ikKKtyRZzgjSmRbMpc3ph\n8dKIXV1g1B0syhiiMMSZB7kRYLlcOh/QYQQaX+9xQ7NcLjk/P5/4MnIg2Y0gb5IkJEkyZb6GYcjJ\nyYmz41ssKIaPHx8fs1wuAbi5uWG9Xk8bDq012+12KtJt01EVNVGU4AcRfhSzOeR88Rd/iX/z3/23\n+epv/gZHDx9SCQtJTB94zObzicQnlEs7H4ljYqRHv/Lr1dfuk9zd/2Vff5lO4r8D/mvgf7jzsb8L\n/ENr7X8phPhPgP8U+LtCiN8DPmet/bwQ4leB/wb4tU97YKXcLOoQd03TtPTC0rU9QjKE7zg5NcKZ\n5I7XOK9rremHv/v+kEFgHDJspQKk4773ljB0Rq3GGJJssGVvW0LPjRinsyVhHE18f9M5JeJUcKwi\n9H2KvKDZ7Tl9+ICiqjA4MEj3HQo4OTnh+bOPOL93TlGU+AJmiwVNntPqnrwoyPwZSvoEiZNQ297t\n0/P8BoDVajW1yV3XEQbhBFqON8TYJZRlSTQYz7x6jZyScSs0n8/ZbDZTSz3yKUYg2HTu5y3zgmye\nUrcNWZzQtC0WXNwhjo7e6462b+nbmrIs8bwAKSThLOXjzTXX+2s3qiiBiAPqsqYymh9++GOCxlkO\nNm1LFMd0RtP1nVsDxzFJkjCbzTg6OppGy9H3YgQ2R4dzc3BeIWVV4YcB7RB0NEYWGON4D/O503gs\nF4tJGAauWFxcXLDdbum6jocPH0zFuigK5vMZSRQQzAKur28chhYEpIsFwvPx5jP+xq9+ndP75/ix\nz7s/eBsdBvRaozwPf+jyEKOeyDpbu97Z2zH8/S7/B5g6KgBjfvIA+Jd1/cwiYa39J0KIp698+O8A\nvzX8+b8H/gBXOP4OQzGx1v6xEGIhhDi31l580mNrbVDKH9ofx4noTYcfDdoMKehag+97QyqUaxOb\n2uVf9J17IgPPmenWZYPyNVJ5VI07YbAS2wRIoSirmrPFEl8EKAKW6ZJOG4Tvsd0cOEpXSBUgVAC9\ndvZxXkBXN4RxRBwlVGXLPE5ohWW3viKvStL0GKU1URzR6Z5NXpJry/HyiKJu6LDEWUqPQOuWsm1Q\ngSX0PPZ1TW9cdxJIUF6GMJbi0CNsh6c8Ut+F2xAIjHUmv1XfoqxCGbcBGEeRcUXqWlIzjGCaMPQH\na3/nxdE0DUVROEn1UFyUctT3JI4H/02PquxZLlM63WNMT5rNKIoKoRXS+szSlN5YStPSdAatLEVf\noX04edPFEY5YQrTf83NZipCSy80lbddzebVmu90TpSm+F4O1hEHC8dH5ACoKknjGfJ5RVsVUEJum\n4XA4OMxCeWz2N8RhyItnLyj2B8qq4uHJE+7fv0fTdFRXBx4sz9CmBQ3ZMmG/PyCsJYli4tAjChas\nN3ueP3+BMYbHjx8PWxufy+uPOT4+4vjc5ZZs6xwZSHo0vbKo5ZzXF18mWSyZn/wR3/zjf0p9eYWu\nW1Zhim40Rio6IR1u0rVo7bCXVg8jpQAhxphL9+fx+kkdhguuEkJizDg2jP9vfLjbFawxtwesW7GP\njzGMOf8Cthtn441vrX0hhDgbPv4Q+PDOv3s2fOwTi0Q0IN+jgYprjc1L8uhbrMGClXStM6ntun4w\nD9Fo07+kVzD2TjircSlJBnvbrfQ9WRwzyzKeXV+SZTPmUYLn+yTD6ZbXe6LhJFnO5q4F7dzqtbMa\niSDyfeazOUE4Z7vfOc+LOMZYy2K5ZL8/YKzl7OyUw26L9BRBmFAJ60hGQnC6OkabwTPCuvWo9JVz\n4wLU0GlprVHBLRlodLoOgoC2doj+CLyNTEz3PN5ugkZLOrcZsBNgORoDj2+oumlQnoca5NR60CCE\nQcA+PxDHqSOPWcvVZo0fp5R9S7qYo3zJ6cMHRGlCP4irqrpmuVyy2W6xxhnfJklCjCCbLVBeQG9c\nWx4F4cQU3e12zvuibWjamjgOJ6xmnOmttXSNA28vr6948fFz6qJgPptzdXXBx88/cpiRFBzyHV/+\n8pdpTEvfdSxmLvbP5as+daQzP6KqKi4uLibC1fn5OWnivE+jKGK1WtFpF/YchiEyCFBBSIDk8WtP\nOV4d8fjxE97/5p/x9nfewpQNq9NjPnr+Mcl8xm67JZAeQljatnbmNJgBT7ODdkhMN/Kr1ziVGGMR\nQiNlMGzqXHc+rUjviMh+guYtxjXq8LV+ykTzVw1cfhLL41ORkXHefNlDwUPcoS/ftXEbeWtiUOy5\nKknJAQgAACAASURBVGho2nJgbTqBjBxmV0/5GGmRRoIV+APppR78BMYNygjg9J3TG2RZRnnIp9Z+\nxDWMMfgWFBLlKee8vNkyWwREyif0AtpeY6QgjN2ePgjcxkF6vhNEdQ1SglI+gfLYFQciL+Ds6Ni5\nHQ0kMo0zoY38gCSO8VRAo90ab7VaTSi/7/vY1kmuR2XjGF5cFMXkWDVuYZqmGdyXGo6OjvB9nxcv\nXnB0dDRQx72pEB0OB/eiCkGcxFgJwmisktRNi/Q98rJF4nP2xhNUFOAFAd4soeg6aFtWqxVB02Cs\nZb5YuOfT9xBGUDcto3S56zq0MQSeP41R4zo3DEOEdFjViMWMOaZaa3a7HevNDU1d8/kvfp7lfEGZ\nFzT7lpubG7TWXF9f8+ff/DOyOObJ60/p2oa+N8yTlMvra4qimPQXq9WK7XbL8+fPJ7DTt5Z2sLyL\n4pgkiicF6SKdYbWmrVuEkvhxyFd++Wu8ef+cXXHgR9/5HvVhS3a8Yrffu5V42w53u6XvLVI56ozW\nEARqItB94k12hxvhRpfRle1WA+UOkttc3ZcKjpB3VKS3GR6fep/+1M9++nUxjhFCiHvA5fDxj4DH\nd/7dI+DjT3uQ/baYdO2+rwhCH6Vc6/tqyhZAFLs13WgU0nb1NJ97nkfn9k8On/B8pFR4SuJZhTWu\nM9FA3Th23KOHj9jVJVdXVzz4uS87rj+W5XJJHMcUec4szSY1pkRh9GiX7xP6Hm1R0eYlq+Mj6q5H\n+Yqm78gPhfPHFFBUJWfHx7RNRVGVgGZxdETfdmjjuqePXjwnDkLSIKQ1jljlhQHS82i1M1tVAcwG\nSvJYJKSUKMMUyjM+P2OXMQKW3cBoFEKwWCyAAzc3N2RZxmKY0cF1CyNVeSzSVVVhpcFKQzLLWB92\nXN5sWJ2ekp4dsXryyPl8YjHKIqxBhT6+UHQDxdvzPLJZxmazmUxu/CCkaXv8IMILepTnTTyJ8Wsn\nSeIwIpwac2Q0jjLvuq652W548ugxZ6eneEJy8eICKwXpPKW3Pdv1DbMswXQ9H7zzDnHgs7rvOrj9\nbkfgO0d1Yw1ZltH3PWdnZ1xeXvK9732Psix57f49At/DdD2XuwuOT08IgwDfD6iKgsD3CeKIw2aH\nHwYEnkf49AHf+Ld+D5lEfPtP/4yua5gtF9T7vRMSmh7fVyjPEQbTNKGqbvU44/scXjajuavaBYZ4\nglt1sAM7DdaIoZACuNxb59LtFNZYJn3RT7v+skVi4n0N198H/n3gvxh+/3t3Pv4fAf+zEOLXgO2n\n4REAUeJPuo3pC4mf9PS7lUXbYQWohhP+do0zOkRhXfTqiCIHXoiPs2+vB4XdYe9WgEGaTPLhruvA\nWj5+/jFZljGbzdgPMuMRiUZA4Afu1BES4XucZgt2VU+x2aM9QXZ2TNdZQhthhSNShZFzdb65eM7R\ncsHRasHVZkvVt+50RbC7XlN2Lnk8TRK8MKQ65NRdS+D7xFGAMY48lqbpFKvnlIfehEfALbFq5Eek\naTq5Yo/YxUiuurq6mrwvXXENJlHUONYEQQDK0NBTdi028AgXGdFqjh+HEPns1muePn36kjDtUBau\nW4mcqKrVPSrw6azGN5LDIadue+Zz5xblBwFyeK7vOlo74FhOGErXdex2u2mb9fT111nM5+wPB5SQ\nBFHoQnXKlqSPMd0MoTVIxf7ymve9H3Fy7py8FssFZdfgAZvthnkWT9yKBw8esNls+MEPfsD1hx/w\nhS98AbnZ8PDRI6q8oG4boiTB9pq+dUU4SByfwyAgDsjOj/n63/xN1sWej3/4Hp7pUZ5EBh5C+kSR\nT5I4G0PliYlGXtflS0C0c1EfbRHcjS6EU6wiNBanNfKDyBHZfIXvhXSdN3VjI/9G9w5oHzvMvu/p\n209fhf7MIiGE+J+AbwDHQogPgP8M+M+B/0UI8R8CHwD/DoC19h8IIf4NIcSPgAL4D37aY4+nxd22\nakTwx8/fpaC6z2mkFC95QSp1ayzqeZ5TEwow2pGNLK6qGiEwRpAXOYfDgbP5jOVyyYsXL9zfV8fM\nZjO22y1xEE5OysK4ItSULtJvnmZIIei7Hiks8ySj7BqUHziln1SEiQPhiqpEAkkcM5vPWK5WvLh8\nQdU5SjS+oi5rFkdHNFWFtHC1uWGRzUiSeOg2jNuv9930nI1eC0mS0JX1pD8YW/URwByNVsY5f+Qj\ndJ2enKTHdaO1lqZ+OcFsXJ92usP4sD3sEFFEulpiA0WhO7y2ddhBWVKXNVK6Ti5OE5qudeZCvZxA\nx751TMmjoyOu1xukks5qPwjomnZaXY+h0E3TgHA/2/379yci2KjezNuaq+trlBAEno+wTqLelRVN\nW5NlMX1V0ualw6jqmrf+4tv8ja/8Ek3bIQSEUeiS44cRNI6dF8WTJ0/QWvMn/8//zXaz4Stf/Sr7\n3Y7VybFbb/Y90joejsXFDmg7bMU8ydGTh8THS36lOPDHvaZ8sSYNA0QXIqUgDAO6rkEqJvduhNP2\nGHtnoyEsdtA0uyPbpZAjxFA8HB7R9+20Xi7Kg0tWy5z5ThB6RHGAwBkVjbqVn+V+95fZbvx7n/Kp\nv/Up//4//lmPOV6fROh4dV88FoqxlZZSOJ2E5w1eE3IiWI3uTwNF8/Zr4IxwrbVIcXuaNk09xdNJ\nKWkHE5uu61hks6mdx5rp5mzbdsgFUQTKbWEC5dFrTdX37Pd7+kASzN1pP5vNEALWN2uUFJR1RTrL\nOFssuXxx4fgQVcW9p+dsr9dEnqNF971mt98TBgGBctZ84cADGE86cCf2iO1MIqU7s3sYhmy326kj\nqKpqOkHyPJ82I6OYLAySaW04cizSNKWqK6TvZORCSqI0hsDnaDGnKBzvgCQFa4mDiL7tCAeHaiml\n03sMEYG+54x7m7ZzX1/fbZ1vxWYjEBuGodtKDCSk8XlN09QJt8qctnaJaPXwvfi+jwg7mtrN44f9\n1iVsGWjqivzj5xhr+eIv/oJr1bsObwBE757g8/mcx48fc/PG53j7h2+z3+/5whe/yJtf+Dwn52fO\nbKiunY4l8Nnu984UWUpms5Ddfg+Bxy99/WvkF2v+yQe/T+r5Q+fmgMu2awBDGLrXZ7QEuCsJvysU\nexVDcFuO28+PHiy+HwyU++aOlkcPI4eYQOCqqrh6sfnU+/QzpmUrnF3X7behFEg5GoqaIQFL43mA\n6BFCEka+W21agdYMcm6QxiL1rbjFWBAYpO3BGELPxyrQVcVmvyM6WpAezYmPMvZVzm67IfJipA/C\nc8nbZdPiKx/PKoigUS0adwpbz1BVNbFt8GOPqikRPZwsj+m1oW4O+DNFfijwA0mSZHRGYK2gKg29\n9ji9fx+trjlYyVpbVnGEXPpEYUB5OHC1uUEpwfF8QduC31qSMEU3DtQ0vabTveuchm2FEIJQRpNI\naowsrNsGOWStRkFIWebkudNCjEniVb2f2vwwDAkjifIMp6sFz64uadoWf55Smx7bGOrLhihZDuQ2\nJ5tvWwtW0eUVsRwyVfKKuqqIwhChBbttTlFXRGmHDH3Ht7Adh/UGIQSr1QolJV3r8JcwCggCR4YL\n/IHuPWhp7s1OyfN8OkhGR+y8b+k9gSc8VmcntIeSendgc3PD7HRF39Z8/7vf4d7TR5wtHzgnKt1g\n6Oh0zfHpks1mw3yZ8q/+5q/Tljnvfe9tvv38inZ9w6M33+C1Nz9HEMTcXG949NoTrKgwxqLCgFZI\ngjCBukNJwa//8q+z/XjN83ffRtsOUzcIJBZFLyS9kAQDoC6sRbxyeKqxOFiLN2APZrAmHAuFHgpL\nr2/5PWKg2o/aMRVImrbDCEHVtqjgZbX1q9dnHhj8s66XNgwSRnjEGrci0tq8VGTGbYWULltUIBBm\nJLBYgjDE83yaqsb0g38kDhDcXF7S2Q6JWxvGcUyV36CE25yMK6VxjhtneYyma3tmacK2OHDYrKn7\njmyVYpsOaSxREmONpetuXabOzs4mFuREGU4Sqrqg7TrO7p0DhrapycuC43RF6Ht0w8nQG0MQ+Oim\nn8aF8RS83Y+biRQ0/nn0V1gulyilJper8fu4iwmMI8yHHz/j/csX3P/860641rUk2QxPSurcZXA8\nOL9HlqZYbSgOORfPnuN5ngvjlRI9GN5cr9cg4Oj0lCCKUCJwEvcoYh4lk+UcOPPg2WyG1h19LyaH\nLWNc5klZlsjIMV1HE5c0Td3jPXhEfjhQbvdUyuemv+Sw29GZnlhrdoc9EYayqsjLgsVqyW6zn7wx\n1+s15+fnXF5eoiX85jd+C88KvvvNb/H2t98iv9mR4vHozc/x5Pyc58+esbp/Br7H5c01MyISP6Sl\nI4wizGLGv/67f5v/9X98wfbFM1IvIFCgAkXe1mjTT13U3a7wLkZ3d/Mzvs/H1/vVLmPEoF5ldEoB\nEgumx2pN198CpJ90/bUuEuNsOra+mB5rh5Bh4eHWoS9vQe6OKkpJV6mHJXDf9/RFQRaGNHXNYb/j\n9OE5WZzQ1iVZkrK+3hIeHU1jihqMWrquozPtpDG5GyyslAvCwVhSP0AbS4hg5kd0uiP2ApSFsqmx\n0tF+q6qZQLksy6a2WgU+1a6hOOw5PTshm88I/SPK4kC+Lakqy9Fyjq4bqq4FKabvKc/zCY8YtQlF\n4ZSbEzB5BxAcv/8xK/TV7IjR9DYMQy5vrsnbmk2+R2Qpylry/EAaJUQoIj+g2my5eO8DmsFav60q\nlHJYxHy+oKtrjO7xLXhJTBgENG1DJyxFU3F27x5KKU5OTqaWexyV+r59yZxopHBXVYXtHf6ipCRJ\nIprGYTR1W08ry9Vs4YryG6/T1m4N3FnN+rDn/Q8+QIQ+rdWTErTTPVESc7W+Rg8uVGGa8vXf+DWK\n3YF3vvMWtmoJWoPtNat7p6zun5PvttTCYISlqWqktkgs+8OB1WKOFJIv/MIv8K3Dnio/YKWgayqE\ntASBwrN3hY23hX7EGe7e8HeLwqRRegXwH4vESx8H1OD8bqaxpvrU+/Az95MYq//497tA5d2drxDC\nSW1xWw1rnIcCyMlY5VUTGiFcEC3W+QXopqMdHqtrWg6bHbrrSaKYOj9ghhZ7fBOGgVu59oPXw8hL\nEOI2mq/rOlAeCIGvJMricky7lnqzw3qCZDbDIImDiE6IaUUJTDf0lIUqBX4YMPeWGGs5lCXze+e0\nXUOQwmoxx8NS9T1SAZ6iHzYXcRxP8vnROyHLspfIUiMgWVXVtE6czWbTn0ccYrxJx//j+4FLIi9L\nosBHWEvoBYiup69aqrJmv92BsfhS4Q+KV8/z8EKYhzGRcCvM3dUNiwf3CMKQ3miKwwEtLLvDgePZ\nYpK2p2lKlmVDqpijg4/j1Mit6boOqRRYix5YskYbAj/g+OiYj42hrWu3wfAE3iwhSGJm2mA9xT3/\nCe98/CFFWxNp54khlCIcCH512w56FYOKfFYPzvnVb/wmsR/w0Q/f5cMfv0+jLG/+3Bc57WoW906J\nkxDjSTwtOOz3SGM5XR5RFBVWCVbn51g/wEiFleAHHr3taNsSoV+m1o9Y2Pj63S3i431yt0DcxTHG\n+2H8/+Pnfc9D924E11330sH6SddnWiTGN/MIxrmi8emaM9c1DOMGYyFRMGRejj4DY5UdvSmswAF2\nnj89aYEfuFVoWXJydIRpG67ycvqe8jwnOoomvUDoByhPTj6Z4w3kipKjSivp4wkIHGXO2eGFPqI3\nlGWOShKCKHIp55pJ0TkWSmMMbdchlWSxOEJj3Qo1iXnv/ff43JM38SRcPPuI7fqa1x8/cnb6AzPy\n+vqao6OjCXxdLpf0A5jqWnY9yOdboiCcwnfGdepY/EYQdAwLWq/XdG1LnIQUXUeiAhKrkK1BWah3\ne3zPJ5GKKA6JghBPKbrOqUxrL8AaEL0hUj6nyxVd2/HktTM6q/HiiA+efcihLNlsNpyenk78jJE+\n7vkKY/Sk4RhZpfP5fHotiqKAYXy0xrDZbIjj2BW5gYOxXq8JhOBoMafHEs5Svnp+wouba4qqQvf2\nJSewOE0G5ucMqSRXF5ccPX3IV7zfwFjDez/4ERdv/QXvfPQuv/N7v8tsNWe5nLEvCrpBP1kUJW1V\nM4vdKPb4jTc4ffCIy7qm3O+IfYMUBvVKfN/t9k7duQdeBi3HA/Fu1/DJ986drgPX3WA1WD0Eb3/6\n9ZkHBo8n8qjp/2lVTQ6o8d05bPR/HBmUcNuemeGkGff+cGviYoyhqWs26xuqsuJotXLtb9NMKsmx\nEruT1Z+2Bne/vkvWGgxsdI/pWjwhiH2f2A8wXU91yLG9JktS2rqekq5czJ+Z8A8pJa3uEdJFAhZF\njh+FNF1LnCTUXUNvNIujFcrzePbiBU9ef0rf9zx79owvfelLXF5est1uefrU0YyNMbzxxhuUZcl+\nvycMQ1arFXVdT2awTdOw27mgmvH57LrOgX/DCPPlL/0caRDRlzW26Wjzknqzp7h2gTXzJCZQinmS\nkEYhaE0cOn/PLE4IpKKvG6SxrOYLtrstm82G7XbLj3/8Y9Is48033+Tnf/7nJ4PeUTIfhmPRcd/T\nGH78/PlzLi4uyHd7pMWtrT3HZBVD6vu44dkfDrS6x49ClicnVHVNURbsDnukUpydn5GmLlulqCu8\nMEB4jhg3Wy7Y5zlXN2taYbFxwOz+Cb/6O7/FF77yC+A7huwf/r9/yDf/+E+4fP8jYiOm97OUgihJ\nqLuWRnfkdc2Dx49RQeSYrNZlbKjB1/Vuehsw8VXGTvvTCsVPU5Te7Vy17rC2x1MC35P8lHMZ+Iw7\nib5vhwrYo3U3AJT+dKpqbSf9ATh7LvcEjOCkBXqs9bHWjSJaW3zfSa1RID3jjD60SyqPVIjoDVJ3\nhFja3Z4iDjl5eJ9gtaK73tE2Gj8WQxGQGNtRNQf8gS47vkhj9e6lwShJh5u1CVxWiBEuXaxuG4zu\nsWVO3PdEWGxrXHpXGFO2DYeqRHqK2HQYLKLrnXRcehz6jiw9oTM9aZShsZw9fczm5oZvv/M2pypk\neXLK5fUNs9mCuqx48dEL4tD5I+T7grbuSOKU4uBIOnmec3R0hDc4XJ+fn080bGCagUe/iSCOSZOU\nL81mWAuR53OoDgSBz9NoBVbSehJda0TgYVowtHTWUDQ1YRITHs+42e/wlCJD0W73RPOM1x8+osWN\nHSLPieKYo6MjyspFFxRlxTwNOV2s6Adq9KPTc66vrsjzgg8vrnm/7/GU51K/ZzN85dLapFLIuidT\nPvPFkg8OH9HUFb0nAA8rBRfXlyRzl8GxGDqHy/zA6empGzOsIfAUPgJZ96RGQhBz9DhF/7rlpsq5\n+PAZsfH50Z+9RdQrvvor/wr+sYcvBJ3nc7G+wTeSeZCSBAlvvPk5vv2nf0LZtfjKQ3qKTrd4w7Qg\nrNPtdE37Ezf9q2zkuzTtu5f768CwdCYIWNz4ZIQGNSSN6Z/OuvzMczfg1hB39A0YcYVXK+anPRla\nd7ik5TGYBj7Js2/cE+uBW5AXB9q25WZ9w/GDexwdHfG94rucrI7cjj4IydKUrm0p8wLlxZOHgXs8\nN+t7UeIs4QZ+fFEUTqDlKaLAJ4p9mr6jKyrXCSwW7NoOrTvwFb4nibKEQ1GwayvHrZA+CvD9ECsU\nWvdEXoCQDgg8Oz1x6H5R4K8WTny12RL6PnHMJE32fZ/NZjONGyPz8vT09CVfiiiKJlXlyGQcx8C2\nbYn7jkWSTjTppqyYD05Zddu61aof0AzWel4U4nnuVSiqkqJvEYFHEIbESczD154SpwmHtqLsKvA8\nHjx9hN87k97d4UDdtIRxTJKmJFlEXeSYvkd3PWW9R3WGyAjeee99vv3nf0FdVpyfnbGczTk7OyOZ\nZRyfnHB6doY2mhrFa2f3KcqCojc0XYsGuq6lkpI4TYiDkC6MuLm5oW9ckrwvFSLLptfXDilx+6rk\n6PyUv/nbv82f/8mfUu9zLp+/4NtvvYX2JF/9136NJI7B8ynLinx/YHkyo25a5tmMRTajvr50GwbT\no61G2XHNOTi9w88cB/4yl3uIl7cf43jyL0q78VdyjWj63Zv/LhDzaUXiVZamEAyEnbHIDGagA5X6\n9t+5bciYceEPjsrR3JFyvNBlRR4OBwLPbSxGjCJNUzxPvkRSGklMnR1s5KRy5CfPx/Zu1rNNj8YS\n+55zaQJs1aKkTzaf0Ziesm0Q2hAHASKLyPMD83mI7sEFJBvQGk/5NG1PZyx105FmM5Ik4XK9YzGb\nEcQJwljiOHQbBk8NT4OlbVwqmO+FRGGEsbfgaZIkrNfr6eca2azWOm8H3/fxhMuKqLcHPGtJEwd2\n+ii8OHQZG57ESyK0sPRWs77ZEKcp1lP4ccjy+Ag/jvADn31TcCi3JLMZiZ9gPckm39EfSjzPJ4lT\n/DgCK7i52YFu6NqaZTrD7y3V4cCPv/09fvDW97hcX2O6nkUYEraW7ubAs/Uez/d5B8vp+RlplpEt\n5tx/cJ/ZasnpYskuP9BjSLIILSG/2dH5vhtV2o73332PJEkGh+8eJARRyKEsOV6tBpatz+r0mN/5\n3b/NBz98h29Zy9XNmrff+RHx6ZJf+uWvUWx209h7eXlJ7Hm0ecnRasX6Q4XQEpfZeqdjGLZ4d9/3\n/zyXw/PshD2NW7CRjPfTrs943LhVfwK3asChsxi7inEmG7uDEYkfMQkhnWRWuaCDQSreI1VIrw2e\nkHRdjx8nRHFCNwA9I6g1mqyeZfc5OjrixbOPmZ1kNHWDf+I2GsUhR+nbmfAWaFUoP6SuasQwO/tB\nSBhGrC+vnGgriTECfKmcOcohx8QxxX6wk28bh4g3DX6cEScJfhBQVQ1gnetzErs8VASL5RGLoyU3\nNzfMZjPqQ0FlNNo6A9p5oBx3xAqyWXbHwWuM9LO0XTsllZdl+RJ4edfUZlIRth0+0iV1GYPUFk/5\nYAVl32KkExd2QNU2xElGtMiIs4xlckacpag4ZJ8fqNFkp8thJJS0XUe+L5FKkg1CtbZtaasWJRTL\nJEMJTehH1Ns91x89p1hv+cG3vs2H770P0mFaoRZQ1FghCT0fz2gXD3Coub7asItCvvNHf0q2WnD2\n2mOWx0cc3zvDjxydum6d2E4IgegN6xeXHIKALIyZHS2ZLxbQaWoq1tsNnu8xWy2p7I5FlJAEISdn\nZ3z/h2/zYn3Fu++9x73HD4kyN6J1RcPl80vefPyYpteO7j9ksmAtQjBhXlY78p9TP7986r+qAv2k\nInIrNXe/pJDD6+8+PoLln3QYv3p9pkViLADTbH/Ho/EucDNer1K4x8sBjGLQdYzhugM7e3gS3faj\np29bGtNPX6+qKgi8KVV7nMEB7BDKM7beyheTmjKKoqkCO5s79+e+76m0QUawWCzompaiLN2bVUmk\n7+MrSa8Uh/2exckxSZqQZTPeu1nTCEMYhJSHHE9Ip14Vkq7paI2mwrKcz9hs9wjPR1vL8uyci4+f\nc7ZYEoceuukxxhInMXXd0vcG3w/x/XC46ZnWpSMFe/T0GEHdkVw1bhNsr+naln7w1BADRT2OE9q+\npelaRJpQ9z0i8DGB4vFrbzi/D2FphaEtC7ca9D3qtqIfHM2TJGGZJlSV85IMlU9ftSTKJ7DKicF2\nG3abGz545z1+8J23eP7+B9BpZmnG6viIcNB9ZHHiOkXhnjeBhE5zujzi+mZNJD1Ep3nve29z9uAe\n1xeXHJ2d8vDJI6g7ornLR8mimFB5vPXt71DnBV/72tfIW40fBjw4PaczPdvdjr5pqXVHJkBGAavT\nY76c/iLRBz/m3ffe4d133+XzX/o58jwHmMbV7c0Nm/UNvvJQyicOfJquofOGDZ00KKkcS9LaiUn5\n0+6Du58f74HhDTp83I32YugoRuLdJ9ke3r3+WqxAb1eJL9NQ/7KX23oIrJUTPXU8FcFNHEHgU/V6\n0tHneU62XFC3LWAG6zLnf/DhsFJrW2dOEscxdVnieeG08RiLjLXuRA3DEIXA9zyEZXJn7oVFhD5+\nHNF2HWrg00fKJ1yu2Oy2xGlKXuYkYUSaLdjv98Rx6sxde00aBVRNTZAkNE2NUB5lkXN0fIoUln1Z\n4CcJ19s99+crEj9EakFTtbSd00cIIRyV3ViMZuqEZrPZlPA1xt85slc1CayMcSArg5t5h8VXEi0F\nrXWGwQ2aqm3w45ggTnj4+An7/Q3S9xDKmbf0TeVOS9PTVRXz2RxPKcpD7laaQegyUlpNWzTQW2SQ\ncHN9xR/+4z/gh29/H6sNaRxztFwxSzP3cwwFi+FkVeNqfcgpwVryw4E0TjiUBYftDuNJbNNx/8kp\n65stbx8OzJYLrD+sHI3l0YOHvPujd/iLb/05cy/kl77yFdIoZb/ZOWWrdFsUK4RLhIudAvR4ltKg\n8X2PbXGgquqXOrTtZstuu3Nxklo7y/3eLUxvMTmmNf5d7sM/y+UOWQdcwm1S3l0m7av33Sddny3j\n0hqktQxOlKA8emNc1bRgO9dleEjk8GIgQCjpQEjcdiMQ8pVdMoBLcvaEYog/QEmJ76lB5FNyEpzQ\ntwYrJG3d0reaWZa5ECUBfes8NNModqQs5MDjEHheMKRn9fS9xpeKKAypioL5bOYs6ZRytnGDFN3i\nbOqkEJi+xw8DZnFCp3t8pdwuvy5py4J7p6dUVU3bNICr/lZ3SCx1WeD7rvs5OTnB1jmn98958d4H\n5HVJPFug8KETSAx11zjSWBK7WVcLlxtiwVpBXTcDu9KZ1YwryNlsxm63o6oqZtkMjGU2n1GUBX1n\nMNKZGffGI8hStO9hAo/Z2TEXmzVBqIiSiM5o6r6haSuCOCQJA/BmHHZ7urbl5PgY3/MoiwKlPLqq\nIVQKUzf8wT/8B7zzvbfZrC8RAqIwZDWbEwRuTFJS0NTueVqtVnhhQJq54mG1pTMGENRNQ2B8Dvs9\nnlQs5zOoO7q8JAsjeizrF5d8fHXN2b1zl9vhe7x+7zEffPeH/KO//7+j85qv/9rXCdLQSfcF0d2+\nvgAAIABJREFU9AYCpRCey/tshLMjWJ6dEGUJ5fe/z/bmitPVMdflnmJ3jW1ann/8PhcXz0mVRFpB\nX7sgKqENUrizrO97BEzktrHzHjuFV1mY7r1/S7IytpvuBSluXcjlcB+5W9BtPX7a9dkWCWNQAH3v\nVK8WrDYTsCgQWG3wEKAtRrnKqKQcWGo9KIFuNEKYgbI9AjFOCepJz6VbYQl8HznY+BgJXdviSUXd\nGzrdst/u8YXHbHBUjpRPXVbMwpjId3kZwaTEbGmadjJGcepdQxSEYCy669ECPOV0BY5a3INxlnqB\nH6GEYjVf0rQt15sb+rplfrbk/ukxXVNxc33N4viYssqJ08RhDtJiMNSdCyS62e/Ii5zTx8ccn51Q\nb/YcqgLPCldYFWAsnq+cYrbXDgyV0hmsdM6gxOVNuASu/X6PMYbr6+uJ8i0BoQ1tVbsirjzwJCjh\ncjjTiDBLkUFAh0F4iniWsi1yrDVESUScOun99c0Vq3hBEqcE8xVNVbkOIcro85aLZx/zZ3/8T3n2\n3vsoYxG94cGTh+z2Wx4+fOiex1Cxmh1zOBxQ0nVnR0dH7HY7nt1cAfDg+JS+6/CSiDa3bDY7yrxg\nFidEwuPeyRlnyyPW+Z6mqZjFCT/8wdtUdcv9Rw9Jg5DjxRFPTh5w8fFzvvlHf0Ka+rz+859HRj5x\nlHF9s0cBRV7QG00QR6SzGeubNduyxA9DfOlR7HeIvqWq9pQ3N6yvnhMnAbSu1fesh9TWcTwQaAv+\nncIwjuB3cYSRRPUqN2LCLrgTts0d2zsYzKI/HdO4e/210G64bxZ3smGdKOuT1p3GYIXFDuYz2vYI\nLVBWTGDm3R9aDMzM8XKAmFtferOQqirxh7Ve3jaO5HTmEScJlxcXvPbgEVVTO2l0HHNz2E1Eq5GN\nGAQB3mDp3rUdAkfhjYIQLaBvO/qmZVvVJLGzepdSUtYNNI3LHIlCzo6OnT3aPqeoSuJsxsnxMdeb\nLSfn9yjqimCWoBsNCoKBMo7yWB0fk5eF27WbnqLpOJkv6WsXQiSVwPaObemNJC6c7VscR0NwUTM4\nXjnjk1HDEIahIzbp2nUYukf5HtqTrPdbojQlEJYsTZBJzHZ/4PjBMX3dcb3bEIYRWrvMibIsCcOQ\nLEmwCBd0VLkx48MPP+T5s49568/f4oP33ydNU4LAZ7ZckkQxDx/dJ0liFvM5J6enUwvu+z6BH9N1\nLXXtfDzHpK7iZktXV26jIi330pStULR5Sd+1zluy1+i6JZIecRjTNCVlceD5sw/53GuvkyUxy8WM\nw3pNGsf8o9//fX5pc8lvfOMb9JREQUSQLAnTmOcXF3T0XGw+Zr5cYKwiL1qU9YiVQqqQ3b4gv9nS\nFiUe0NYVUkk0erCHuO2Ix+IwJZXJW9fzu7+PI+FI2x6vuwXmk0b5VzUin3Z9pkXCWpeRKAagyY0H\nLhLtrnptuumtHUghTirLlPSlX3rMT5qxrHUJWH1fTCzKqqoQQYgn3Bu2KAq2hz3ZzG0YDE6eKzw1\nGbCMWMSYAaG1xkcihdtrL+cLqqLEahcToJRklc6m1tCzoNsO03TMFnM644C69c3GqUADHz/OaDpN\ndch5eO8+rbXkRc5ikWKU84hsrRncrSEJQpq8QAo4Oj2hutm5nFGlXGtpLGIAqurSCXk6fZvZ4ajn\n9eB9oViv11hrp/wPcG+4/eFAkMXkTQ0y4PzJI3b5AS+JiOcZedeRZRlVWU6kKiEFpnOO1r5UeBbq\nuqPSnTPYef6CFx8845t/8k9BG3wZ8NrjJ3zpF75Mupzz9HNv4AW+c8suczzlTTfIqEHxvYjZYAB8\nN9CozgteXFxQ1zXVuz+my2v8JGIxULmbtqWqa5q6ZjafI7RFCXh4/5y8Krm6eE6gBViNMJrr589J\nFwFvf+c7lPsDv/Xbv4cNNMJPKDYHZmmGCHwu1tfkVcXucs08nWO7jl4b+qLk4vkl1eUloTY0dUmo\nHK3f9YfChR0NY8HIvBwPJnhZqzH+unuv3L1e/fx4jdKFV7Uen3Z95lmgvlQucwAmm7hxBToCLbcz\nmNslIyzaaIQCaZ0Z+EglvhuDB0NKtvLR2k5mp+PXGCXTXde58J3DAQskswwENH2HLxRVU+NF4RQ+\nO17jm1Qo32n8haQ45ERBSNe2BJ7vwng6TTqExZR1jud7xH6A6I3TefSaWZzQa01ohYs5RFA2LdvN\nFhWGLlNzaPfDgd/hJ44X0emepuuYRwmJ8Kg2e4qqZBkl1GWFsNA3LQIm4VReHobi0DiPiGEVaq1T\npY5RiPv9ntVq5Ry3lEQo5ZK045B1eSA7mpMtllxs1kTZjLauaHRNaL1hDBMI6dHsDoi6obcNWRTw\n8dUV7/zoR3z/u2/hKcW9e/f43OfeYDk/JowjnnzudequQ4QeVduwrQvXQaLxhuT3vCmxElrbcSga\nwiDESIuJPHzPJ/Qk95MQIQVn9+9x9cEzXvzoPYrNHml7jkKP2mpa01M2Nb7xee3JE9qmJo0iZ0hi\nHUclkIJ4MeeQ30ADlz/+gP/zf/t7fO3rv8LpU4iylP2+wgYekZSsDztk1xJ6HkZ3JGHID957j26/\nJ7CGSDlcQGLxlMR6ru8NRDCBiuN79FUs4tWt4LgFvGvOpLVG2NsU+XFcGbVSd93fftb1mRYJrTUK\nMZjLCiwCbW4DaOwrHYUSahg3DENMB8LeKkZf/YFf0tBLiTVMgT65qVmsjrDWReCpwdDkMOSAhlFE\n03UEkbPYXy4WU/eQ5/m0FhVCuBu1bciS1JmAWIvVBiEk6ZBXWeU5AsjGMcUP0YMWRAwiNAX4RhAF\nEdr36IqDc7+OIuIoIg4iapMTK58wVPRtj/Q8tAfCU0hv4EYs5hSb/RRqLISYyF8A6/WaJIsn/EYq\nF/7i1nSSs7OzIZRmPv1/pSSNtez2O2ph0H1LvJzTCsvHV5c8fPKYunPRBcvZnFAr8sOBtm6YJwld\nUTELfK5evODZ+gqLB3nNG0+e8uT11zi5d06YxkRhyiHP2VUFndYEIsRYSxj69Lqn7Tqa3jFC8zwn\nyzIC362CjYC8KoeIw4DACpTvgycJVjNeX/wc9x894Effe5tys+PZbs2XH56juoowy9w6HM08S9nn\nB5azOb0u6fsWYQweEmUt9BrVag6Xl/zR//UHHN0/4/UvfJ6TR/fJTQe+JJGatq8JRUBR7Ll8tuX5\nuz/A5lvoOoTn4QmBEtyyhT0PKdSkxB0VvaO8f7wf4NZn4q6e464SdNzqjEXmblfxz5oI9plLxad5\nCsFdK/3xhrx76guXuTqsL15Wy40Kx7vGum7FPD6Bkn54coIgIA4F+/2BeL4gjmPKvqMbXpjZozmL\noxWXz55zvHCS7XogGwGTm/HYuUwvnNbTC+UN2wqMG6l85cxqMZbQH+IAh9ZZes45SmPxhaAoSlQS\nI3E3d344sDo5ps4L6DWmcfmZ4wqwbDuW8zmx9NldXOMbh7CPIFcURigEu+12+tojcc3z1JBj0hAE\nIWmaTXTtoiimN1QUJ85Xo63I0pDO8zBKIH2fo9mCDz76kDBJOZ655LHt+gbfh3mU8OL9Dym2O+ZR\niG17np7e52qz4+HpOSqNOHvyiF5BJyxSWGQUuPiDw8GxP61FK+EAV+OiCK21LGYukQvjboLrwdRX\nD1aC2gga0xNmKRpLWTcsjpe8/vNfoD2U3KzX3BQHbg57NLhi0zlJdRRFlEXJ1UfPuL68QhnDZr0h\nTnzHe0ksuu0pqz35/prnz37M/TeeouYJyfHS0e2rnosXO9YXF5SbDYf1JbMoRBsIPInVw5bOGOcD\nqkDgT++z0e18XJ3eLRR3cYW7BWIEyMVAFHq1s37ViuFVHOOTrs+0SAQSwCJ9H6MtGomicm8UPOh7\nt7oRw00kXV5Aj2vHeunMPTzVu5nO9vgyvs2ZfEk6fnsiAoQ4r4m+7QjjZLpRms0ev7cknsvAbHVP\nZToCFeMNWgZwOZl0zqVYhhFCCDda9BolhEsYG0Jy8zx3NvZSID2F5/ts8wNZliGsRZvanSQCWnwX\nwoMhHHAa23a0mx1hlvDg6JRGa6RQ1LXGDxI83WH7gFZYGgPJcsVmvSYKI+bHS6pDgag7ojDCMy9L\nfz3Pw/MlXddQFAfmyyXauiBlL/DxGFaNnu9CaIQgr1s8P8K0isOuhCNF4iUchRmbDz9CJgnHWcb6\noxes93uapiFLEo5Ojp0z1SGnEwr8EBUmSC+kbSqEp9g3e6TvoQVoAVYNXb/VSF9iOphnC/a7A1mS\nkQQLrDewQgWESUw/3HiR8CjWa7r9fjos1vsOKS3zoyVCSZqyom87iv0BmyToQHHIDyzChM16zcWP\n3qe4vsELBI3u6A4tcZQ4ezlTg+4wfgRG8+LH75OXBWmWYaUgEZ5LNq9qdNOS+SmeVRjT0zWNA+K1\nwfN9Ij9FCvnSaDFiEqP/yN1OAm4LxN3P3TWZEXe6inEzMqql/zJMy+k98ld0v/9zXS6V25GiPM9D\nYMAKrB0r38tOPGMbba11yeRj2/wqQxMxkiZ+olraYSTQfU/ftWgBSsjJKzHLsgmYHN2dVODTVxVx\nFKGNwVcKTyqXdjVQafUw/pgh50AMBrPjLDh+L2MV73uNkKMNfj+tqcZ/l0QRxlh016HbjrOnZ7zz\n3rvgeXiB5wKNrR4wm57VakUWuZDhTvc0A83Xj0NM1SKkQAlJM2Rpat1TNyVZlgLGsQG32ymsBxhw\nmxZfhPR9xwALsd9s0UjaukFZ6KqGs6Nj+qri+999i3qbM5/POT0+cZulYfuQJQkH09C1DZ6UFHlO\nLy2zLCUvXaJWPzhnLecZQRgOYdKaQDnLfyXlFHHQWoefhH5AFjmH7qIs0ML5WQgh2G63E53eExKE\nduNNmhClCdYYPnr/Q8ptxQ+/931O50vyqw3r62vXqTZDcK/gFcwMqrqizA94YUDdNmjdUVYVD+ZH\n7Lc7sjRFGEPbNMgwIvQUXdu9hKH9f8y92a9tWZbe9ZvNand3uttFm5mR4arMqrSz3JRtjEVJ2Ejw\ngvzAEy/ACw9GIPEE/Ac8whNPSAbJAqskKBtsbOyyyQJTldVlRmZWVbbRx417T7fP7lYzOx7mmuus\nc+PeiEgZKWpJV3HinH322auZY47xjW983/SeZ1k2er2kbDuEcMtzmJQP4pnne5oxSHGrRDYFoKdj\nEC8C+qfHn4ogIURUnYoXIXYQgg94H70Kpw7MUsXevBNDe8g7xCTN/8T7ijirEK/DJHK6QBAuBone\nEFSEC6WUd3QMUvrWdR11UUbJ9IElZ70Y8YTW9MzKCqUVWucwMP8QAqk1xjnEcAPzSfvKe49WcgAR\nPdbHnVNC7Ky4QCEUQmvaQ8vNxSV44pDWYAEYzzumjTovRrZkd31DqGp88JiupxgG3ISK06lN05Dn\n2eiG1bYt+VDiJDZpEp9p2+gsrpyllHFQo7nZUi2WFEJRlyWLsuLyo8fcXJwjvedkueLhw4es12sW\ng+mNaVry2RxnLMIHdtsdrz28j1dizNLKsowmwtZiTFQTzwtNKjG32y1VUdF3PZdPL7HCRGdy4PLp\nU+qqjkZEWjJLVpL3H5BlGe+//z7WWLbdDjPgRavVks36hodvvA6V5PEHH/Ld732PSmrKTCG9x/Td\n+EyNj5BzWGsiOazI6Z0FrcilpCPQrW8ITYPKc0zXUQSQxrBvDwh9u4CnREApk5fKXRe76YzTs21Q\n4G4GkcqMwYZguimFcDtqMG2pftrxhQeJcfELSQhxOEsO9VR0FB847EKAjNbtxncEGS+aw6OH6Tnv\nPd5FsxprHTLXUSVYKLyPNN1+IK8EEYVkvXEoIVF5zmG7wQ9YQ7pJ2+12pCejotlr2zSclMcEoDM9\nZVEglYrmMwh6a/BuoL0qedsyHWiwnjAK5aT0Mhr0glDxoRRCRD+HADqISFeW0TEskyruwDYGt8Dt\nTiOE4PrmhllVsT2/4NA2rOoZvQ9gw4jLaGIw1FqNXRutY3r86NEjDofDyJNomgalM4IQSKXYXK85\nWIPOcxZFhWs6hMg4v/yI9dOnLMuSWVmSS43vDViP6wzeOUodzZhzpQkCTPBsrtecPnrIbD5n0x7Y\ntw3GWq7X1xFI1povf/l1VkdLml0ThW4XK5xx4KFzTaRcr29YFDXri2u8tfTOMqtnPHz0ME6s1oLX\nH71M3/esNzdstlu6vo9BcxUH4R69/BJ/7a//6/y+zvjgRz9ld9ijvcBZG7twUpJnmhBuTaOcMXgR\nkCEgnMV1gSwErOnIM4UInlzLITCCVhJHGCXlUpY8bbPDbTkBjN0O4BPAY1I3S3TrqVhNCvbToDMt\nS+BPOU8iAixxOk3JjCyTkX5MGEuN6ecP3kf2pHc44ZBSR3DQ3A6oJLMeAK308D5ptuOWc1FmOcHa\nSKVtWuQA5CW5tLOzM2azGev1elwoy9UKmWnyMnYm8jx2DPwQnZezeQSbQvTxdPj4WbwAGb0/PGGU\nN0/TmWWVD5Fd0Ln4kMgAzhjqokYJgestOIttO+6/9BCXKQ43m8EI2eOcJXjLajaPQ2oE6vkMKRXb\n/Z5lWSGNBxOHv1KG4H28nrNZRQgO49pxh0kpapTkd2R5Ru5ddO3uex6+/DL20HJ8umRzeUVzs+Fs\nccSDk2O26zWF1ATr0QGUD0gEZ/cf8PT8nDzL6BrDYj7n5OiYm+trhFb4XPHBBx/w9jvv8PTpU775\nF/8Cb37pSyDg+voaLaKDmTUGKRWr1QovZ+w2G5bzOaXMqKTm+ukF7dWGt777A35UlByfHPPmm29y\ndnZGd2g5rubUecnT86fcXF/TthV5WVDPKh4g+Dd+7df4w6Liu7/9uxRVRef6uKl4N3TILJJB6p6A\nRuCkiIFUSrwUqCJuUr3rI5dHRF1NEQZX22eAw8TBAcbS4tmuxrgWJl27Z78/BosXKOWP3rqTbPbT\nji88k7hNmyA6IweCDEOJ8IzSDlGS3uEQ2dDSiYZqnziere2NceTZbTTt2hZHXIhZiuSDDfvhcMD7\n6Av59OlT0rBX0zS0XYd3DrvbwhwKAkEqxJBlOOeQWRbNgAhIrSIVnAhsFkUBIYrFeu+jzWB3GGpR\nhcpzlIvZj1MOnAfnKXRUUfLGoaXi4/MLxDCNiY+DV8F5uq4l0zpK789mHLZb5lVN13YUcsBt/G1N\nLWVUPOy6bpSjPxwOHA6HkTsRPU0F+7ahaSMzs+l7yiynKEp2Nxva/YHT1RHSWdr9YQhysd2c69g1\nUErRNS25ztjsGnKlefL0CdXRgqvrK9abG374wTvs24avvPEGv/Lnf4XT+/do2nYw1JWURcnhcECr\njHldgo/DdJnUqACzquL8g494+8c/4fFP32G729G2LcEHfvbWH/G1r32Nr7z5Jov7JwTveO2lV7je\nbbhaX9M1Ldd9izeW2azmL//lv0LmBd/9vT8gyzRCgLe3zF5jHc4ZNG60ldQyDhn6oQy1NoDweDyI\ngJIBVLR5SM9/yhhe1JqcliPpeX52bHz62s9Dtf48r0nHFy46I4Qgz2Oq5Lwd7JHj7IUUAYHCe1Aq\nx1mH8IJMZZF85eKNiNEwCmtE4pQbWnye4PVImVbyNu0qck0mJabdUfYlQYJse7yydIcbtHQcHS3p\nbY/Ks5FcVFcV3eHAcjXDdC1CBFoTB7bKQsfSpm8R3uJsT8glOItU0WTI2wiyZrnCWk/TbkdZfqUU\nOvjBT0MjtMaawVszhIHg1eF8C7JHFhpDj5IVRV7Q4zBaYlHsTYsoBNurhuVyjmkcvndoL6jzgn3o\nIICxfrAM8HgvyVQsWaRSzFZL9udP0bOKi/Mrsj5qcb704EFkMa6vKY4CZd+yyDJqKZC6oBtYg/vd\nlryoost7VmB94HzfELznZD5nuz9wWO/49rd+hx++/TOq2ZyT117iL/7KX+Xo/hlWBNaNoZqv8Laj\nygqeXlxEIZxS8WTzEUIEjoslobfsL645P/8xP/jd3+ejdz+g2WxZLpcI6yirigr40Xe/y/kHH3D6\n8BFf+9Vf4cnlmnI+4/T0lN16Q+ssu7bDL3NMAW/+6p/l6eaCJx98xPbymrOqwu42FMsZB3NgVpd0\nvcM6i/DDhmcd2ocov+gCyDCC6L11I8sY7i7WaTtzurs/bzR8LCm8QwgztDz9nYAS1eTvHlNg8/MG\nii+clp3+PS/luWWQST5ds3f4WZL+QkAQsb8+MdGZ9pPBR4Q5RET/7PiIzW4PTo0lR+pPJ0DNuYiW\nN8ktSqTdWOOG9K3vOnKlB3duOUb21ClJ/I+maUbru+kR3bz1HURbCEFvIygmpWSz2VAWJWQZXdfE\nYGcMQkScYblc8NFHV9ybz5FK0vUds7qiDhK7a+iNQeS3D+I0xd1utyxWS87Ozji/uhxbuPPFnMM+\niviuVivu3bt3xwYw0aFTbd22LVIrAkSMxjiQEp3lHPqeOsuRuebo+JifvPU9irrmL/6VX+Xhl19j\neXSEwdMFx+nxivPrKxZ5Rl2UmHqGtYbN1ZqzkxMQnm7d4NqeH7z1PX78ne9x8cFjciTLaoYAVosl\nbd9RDXMo777zDpumZet7fulX/wIAdT2nUhlXuw1N23B9fc3D0xPOr674G3/zb/LP/tE/xjcdTz7+\nmEfHq9H1zIe7u/+zQ1bT8ezPczy7aH8eyYRnj2nA+Fd5ny+clj29qDClSDF+X4j08xdEvQAxUAyv\nGWa9xfC9xDjs+35cqG3T4oSgrEqUiItMDYutHVLqo5N7zBcL+r6PxrzGUA9ybnBLI09A0OFw4Gx5\nhDep9Xi7A6TFniTvlIrBKAWL9HBE/1FN1/XU1QzvA90ghipl9Jfo+57j+ydsbJxVEE5QlgUimcgO\n162sohpzZy25ELQ+zr9kUtH3DUmda9oSa5o9H374Ib/8jW/Eh1wMzFdnqct8LEeUCDhvUeIWgNNa\njz19KSVKyphBORBSY6yLwrRS0npLHzybZs9Lr7/K1/7cn+Xew4eoWSwnZos5vj2w3+1xvWF+tCRY\nRy4USnh0XlKrjMcffIDo4fd/59v8zr/4LURnmMmcIs/ItObk+ASkYH84cHO9pmtblosl64tLlifH\n/N5v/UtOX3rAK6++ytHRUVT2Lgre++A9fvyTn/DGSy+TB/jL/9pf5Z9cXpE5i/CO3eFAVefMF3P6\nYbgwXkNPCGle4pM6KZ91TINECi4/T2nwovf6VwkSX6ik/pRyPQYJfyuykXq6afeNg2DP+8gKIRRC\nROo1SKTMEBNgaMrcDCF2OmQAb6JKsxYKGVIb7nZ+ZD6bfYIKm1K9soyTknmRj5/xMJjeCCHQmb5T\ncyYw0BjD4XBACDFoZ8bAkVzAYwmWjy5bALO6jgEt8fR94Orq6s7n2Wy2iIHrcXp6ivGObGjzddZE\nA1kp6ZwZ5ekSFpHo6qenpxwfH3NxcTEQzCKWoGQcRDrst5i+xdoe7y0CP+I4CUVPnBDno0qzF6Cy\nDKEVs+WCB6+8ROMMu67hpS+9xl//N3+NV9/4Mn1weCnQZUFvzYBnaB6c3cMcWi6fPGWelyyzkqzz\nXL37Ed3lmt/8jf+dP/jWv0R0lkVeU+clZ0fHzKqarm0RAao8pyrKqA7dGxQSaRyvnT3ArHe886Of\nsFmvyaVGBcErL7/M8fExH378ERfXVyxWS775K79CZw37tiGIgFCK6+3mDrgYdVRvR7mn+MHn4SRM\njxfhDncCCbelx/S10+f92Sw9ZTifZ24DvuAgMSV2jJOe0wswtAfTQxy/98wI+ZBFRM6VRAz2fwMH\n605vedoX1sRdUis19Ou3lINWRAhxGCxNQnZdN4p/AGNqnUbFrTGjO/k0WzB9z3a75XA4sN1ux/OY\n9q1T6zG1Q9NNTW7paeZi/L3hfIwxZEMgiZ/FsVgs6PsoSVfXNfWsjoCqCFSzGkvABo8a+vN9Hz0g\n07lMj5ubmxG0jOfSoQkI71AESq3ixOokW3r2Ic3KArTCOIsHjo6Pudlu+PjJE0KmePSl13jzl74O\nueb6sGN57zR+Xglh8FjRQnFzeYVCsCxnNOsNoe1x2wP/7z/95/z9v/v3+Ml3vs+cjFdO7nE6W/Dy\nvQeI3hGs42ixpGvbmC12PUeLJc5a6qLgcH1D2LfcX6yY6YI/euv77NfRw0MGeO3117AhcLPb8vT8\ngsXxiuOTE1zw9NZigxt4MXp0d0sjAtP2Zboe43V6UUb8zDHVkXiWPPW8wPEiQdvnBaZpmf9ZgesL\nDRJJQXg6xTaNilqr8eJP7eDTa70fRG9DGFK81DqNw3up1TeNptMWESS1Ko1po3pT2lFvbm6QUrJa\nrWJEl3IUKa2qiqoq46hx0wx/L5YbKe2WQqB1Rp5HM9w8z8cbOaXS9n0/LtI0mJS6KcvVCinVOALN\ngLHELkvL/Xv3Rq9O5yxd1xJCtO2z1vLOu++SlwVFWWK9AxmDrJo8TOkzJc3ORN2dzWbcu3ePMGRV\neZ6hlUApgVLRM6Vt93Rdc+f+3bm/Lsr650UR3a8uL9hstxwdH/PKl1+nXs7Ztgd0VTJfLdk0e24O\nuzhlmuejmdHDew/AenbrG5azOduLNf/oN/4B3//dP2Tz5IJlVpJ7eLA64WxxBNZRDxjU+uqaB2f3\nokScc9RVHUlzLnC6WHFSzcm9RIZoBfnO229z8eQJCMFuv+fV119DlwXbw4794UA1m5EV0TCpNwbU\nrZRhEnFOz9Czz2u63ojPFySmGck0SDxLoppuLj/v8Xmym88MEkKIV4QQvymE+CMhxPeEEP/p8P1j\nIcQ/EUL8UAjxj4UQq8nv/LdCiB8LIb4jhPjmi947eT4KEVWkno2+hNtAYiZ1X6JphxCiUI0fKNwQ\nhVdtbDlCpCo7ZyO3wkUU2lqDd7GT4r1nv9vHMd0sY3+zwVlH28TdeblckWU5NpUqxAwnhKGXLQbW\nJYykq8gEjeK8SQ9g6jQ2vSkhxAUR/S5zDofDmKFcX10hpWCxuLXjy7K4gAVRWfnm5obPqDc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LhAOM/RckmuNF/7+tdYnpySlwWvvf4anbXMl4s4oDcrOex3WOPQOsd7sCaWP3mI8nSzedSJ7LoO\n5xzzXIyf9/z8nPl8znq95mp9SW8aKpXROcum2YMArwSHvuXs/j3+2bf+r7gLO4/Zt1Fwl2GXFgEp\nosyiEAJvYydrv98TiC3pZ3f6KTHq2VHv5w1ipU6fEHcVr58HSk7BymdbqtPfGTt88Yfj3/tTrSfh\niW0KO+zqInicTYNccfIziOhLkGclXgzGsETwZYoA33nf54BCcMuFl1Lip12OEMYHfr/fM89zgo7A\n3263wxhD3/VRtfreGSEEyqJgvd6ilR7l3lJE7/serRR1XY+gVkK6E/EmdTHSg5O+Tp8jtVf7vo8t\nthAoyiiD35oWqSV5kbPZ7SJG0FQY60aqth5s61erFUWZ0S6XXL3/LisR2YWI2wnFMOFtlFU5clSS\nAvlut6Msyztg5pRirmclfT8wVgfF648unrKochbzOX3TMq9q7p2tuPjwMY8//BDZGqQQnB4dEZzH\nmp779+/x5a//InlRUFYVvbPY4EFHrY4gBSLTOOIsiFaR+t30HWJRYYu4m1qhqeslcpj/KIqCr7zx\nBlprFsslv/D1X2Czv0YYjzSO7fkloTA8Xl/SO8umb/Fa0hwO7K7WFEEyG+j5CfizxuKGe+6tBQLW\negKRnapU5E6kBT5tdaeNIXVBngW14x4mxuD87HP+7DOf3icFghQkpgK5I61AyoilTN73s2Y4vtAg\n0Q1I+nTxWueH6K+Qg+xcn15HEo81w5j2LWU1cSMA2qanKEp0pvEhG0kpU2p2ZEtGXDcJ3Eip0Uqx\nPxywpaYe+A95nrNcrXi6vhoyAUuW5+RZRrvforPbFliuVTTpHechxNgRCSF2UNJO3Pf9nYcjpfnW\n2tGPU0o5zm90xpCpDCUlTgjOz88pVlFH0oaAD0TdDBXbpHJ4kLTWlEWBHj5D+p5xsY2rxC0DL8no\n13U9BqrUvvXes9vtxqwmZUL10RHbJ48RSnK1XpNZi64qrDGoAFVWoFzgnT/5MTdXVyxmc3QuOT09\npes7sqKg0Irry3N27YFXH9yLwGwbooqTjvoYqKg2LkR8FmzvOJgeoRXz+VGko5t47RbHx8wm3aH5\nPFoF5FUZZRCzjPm8QiM4Oz2lVBnBed5+9x2yzQ3f8N/ko/c/4I8vryjLmt31muA9s6qkOexQ3Co8\nBRHw3mGMHYN6lg2CPuFWqRru4gzAGJxTOWxMS57HVmfcOLgzRvBs5jHFuKbP9zRzueUgTXAx7gKj\nn3Z8oUFCp/bj9EQ0cZeTGSHEYEEQNE3DbLYAQAg/KAGBc/Fk44McWYd1XaOUHkfDUzRN7DUhBkOg\nARCScpDXtxYpNHlV4SWj94QxhiKPXRDvPYRw2/6ch3GHPRwOeGtYLWZRVo+7MmQpUKXhqqqq7pRA\nU6ApHWOamXYPAZnOuNlvWZyuqOo6po7BE4hlkyeSnFwnWB0tuby8wLZt/Ns+mjSnDkqZF2RKE4Zy\nQ0o5gpN1XXN1dcXJyQlKKbbbbZSOm4yGK6UQLmAPLdu2xecZXkiyvCTLFH3boXO4vlzTXN0wlzmn\n1Zx+f8PDk2M+Pj9nt99irGU+r9GlZt/uODo5Bh/NoH3wOBF598YZvDORWVrV6DynHPCdq/U6zrgo\nyeX6Gmct3nlm8xk3281wfTU6z6hVTZbltPsDxnt6PIfdntX9M770tT/Dq199g8uPn0Br+OjHb3Pv\n3j1M33N9eRE1Lq25ba3DnXt4fX3NbFZxtDweN4Zn+Q/p3qbn8XnZQgwA4c5CnnIupmVLep8piDnt\nfExLkmnencDyT12nP//S/v/vSBc1DOmvFAI3plEOIRSZzglB4MXtHIfzlkzoETlOD/dY84XolC2E\nJ8uzO0zEsQZzUR59IL/jfSCZA8Xor0eu/7QPboyJdncDhtK7/ZgRVHVN18SbVtbV4Lt5y1B0Q3cg\nvdfUNjAx9lINnW78NGAURYHpDFINwYP42qvra1AKpTPyvCAM2g3O9Phhh8nymIHEnUiOwclai5Zq\nkmn5Ow9dAlfTXMd0txof3KYD4/jw7Xc5ffkR1geOlsfYYMjrGe/85Gex1akzHp6c0Wx3ZEHw9MOP\nYjYpJVYM760EIlM8Pn+CC3F6FQF5XuKdJ88KFosVNzdb6moe78lwf4qiGCdXUxBP9z5xFXrT0Pue\nQGxxz8oKoRVCalZVyc3VNU+uLmibhqIq+Vt/62/xm//gH/Lun/xozErG8pCBXCYi4CilHDa3W73U\nBFCnZ286IZp292eByHSdpx2J6QYzxRDS704DzrMYyLNYyBRgfDYzed7xhQaJslxhrBkWaJSfy2A0\nDCaIiFGEQK6npKRoREuAtu2RMom1qNv6z0Uh0EhnTexKienjji5iyjLOiigUWmX0MtCZHl1qZmWF\nsxbjHWVVIrSIYJXzBNMjhMTLgJBR0Rs5UHA9tPsOJWMQg9uR9TTaLaWiaTqkFAMImHCEW8Woad0Z\nxUwcITi0hFlVIr2nzjPeNx2FKtFa0dkYRISQeC3YHLYslwukNWzyAiMlWZbjdgekVvRddNcWWR7H\n0O1gDKNVXKTzOQfTRdu71QpCQAmJHTQZcB4vHHVeUkhJrTVlVVJL0MFz+d67LLWkElHXscTjgkMV\nBc46XNeTlQVBKmZFiW0b9mvJ8uQYmeXk85qb3RYpcmZlRQC8F3gfA3bf96xWxxDCoH0RiVV5XlIW\nGbtt9P5oZDOWUdv9FpXlBAJd13K9Pwzvs0TpYbZBK0zTsbm+4s//pb9Elive+oM/IHMas98N2VhU\nyA6DNEHwCuf8MK3rUaIHoeNGh6dpW0olIy06RK0NIeRo2hQESOUJeJwzA2h5u14SZpW+TqX6dBzg\nTjkzSDsSAiIEVIiSdlJHZfr4+jhC8GnHFxokmsaMbb4Y/aa1VDLikSPpIUXRKaFEqxxEIlrdMtLi\nbs8AGIGUcXzbmJihRJEnT/AMQFKcbDQuglPBGEzb4jOFD4G8qlCZwtkoE+eMoVwuORQ6Ap/O0vWR\nwu2sQyLIitsWWGJEpkzBuTDuDtbGzCfyMSIukIJL2gE8nqzIkVLQdS2tMeRVzmG/ReUZi9WSvo9e\nmaXKhvq2pyyjKfDxbMbq+Ihut8NJSXA24hR5Rl4WWGPpmpYgYpkVBkD50DZIGx/gru/jFKgeDF+I\naWpZlJweH/Pl11/nYntDXhXY9oB0FtH1zOcLChE5LsH2CBzGxInU+WyOJ7C92eGto3SeRVlSZRlX\n2x2GQF3NEF7jHIOnCBz2B7o2tms/fPwhxhhWyyW2N8hBJCcPgUIqhHFgLMvZjJvrNYvFjKZvsN6R\nZwXHRwVBQNO2iBANmM+vLlmWNa2NZtKvvfFlfv/3v01/2LPM8pil+UCQHmPCgDOVg9JYzG63uwPO\ne5bLOVmuogiSlKhB1s+HCPJOMQQh0o7v7pR+6Xi2vIDbknZ6CCGSTlvkAzkfR+SJJljOpegTVdo/\n7fhCg0RKYROBKB3TgaxpyjUFaNLik1LiQ/8JxDdF2rgQQYiYKYQwkI7UcDPE3eibKw0qGyN4pjTN\n4cBiteTo6AjTtFRFOZYPTdNAiI7is6oGJMGHcbxccps+TqnX1t62FNP3p6nn9ByciwK66XzLsiKT\nik7FNuvRckWuM9ZXNyzmC7IsZ78/MDuqyTPN+eUl9D3WOrq+p8oK8qIgqVe3dIgwjKxXJS54uj4u\nwLzIQQhWi2V0oBpKlDzPYw9KSHabLVlZ8ODePbKioJzX5FJjm4Z7JyfYrqfvOpSUtF0HUtJby6ws\nqOqKJ5cXUfPCOfrtgeXLFZdPLtkcDuw/esy7H33IV77yC7z00iuEELi8vCS1mKMEYItE8N7FOxEL\ncvFaq84QfKCqK+7fu09zdUOe5VjRUhTR3yQTGhs81jlKodi7BqkV9156yM35JY23bG52aOe49+AB\nNxbMfjcsvlitJk5LEvFJh7V20BiB07NILLOD2vazJcDzunQM7/1pmMEUBIUXy9Slkv4Wt3h+xvq8\n4wvHJKa+h6nmSgsGbtWg4FYnMtWZ6Wc+dHd+ngKItXLQkwgDvuFwLtaLQvqxNEiZhlIam4PSnr4P\nFNs9WV2D89GnI4TYbhwUpZVUUWV5sx1rfy0lZZ6hhGS/3zFfzsfzSEBfnueUZexiNE3DfD4fg5+1\nt7bzqaUqh91HSEnTHCiqesiaYFXPuOo6bG/QQxlQZFG30znHtm2G2lxQ1xXb66vI0+g6iuWSelbj\n++jFEYhiO/U8aWt20VxoQODzPCfTmsN2hwvE3WkIbG3TxPmKkxNcCPRNz6KosIcW2xvm9SyWbs6i\nlUaoaIVoCRwdH/Phx48pZzVPLp/w9/7u/4QsCw695ejhfX7xl77O4uhk5ITUdU02+LLudjuqskD4\nQCUXeOvo+gOXHz/lR7/3FucX50ghOT075Y2vvEHbtrzy+isUy5Lj42OOTo5RWuOsQQOL+ZzNbseh\nbeLYfJGjFjPO332Pru85dC0ZRMLYAAL64d4mfGwkz+UlxnTjxG5RRN2QlOoDLwwQ6TlPeNd083j2\nmHInpgBnAAaWwXCfZJxvmrzf2On7lOMLV8tOGEJKqdL3EuEoRbtnA8CUUTb1Bp2CNWm3j/qXYhwe\nSwivEGKUwxvFYJ3HhJ6D6Zn3ffSv7HpM15Nlt8pN3vs4qDR0R+zQq05A5fZmS15k44NdVdWYCfV9\nT1nqkcyUzm/6sCSOxJhlBQgE5vN57KRYiy3zoeaE7WbD8ckpEjnMwRh0UGOrspSS3u8Ik7aq6fsR\nzCyKPAKDZREJZplG6mg8ZExs515dXvLo4cPI/2gjfV0phXeeMi8ikalpyfOCuqzpDlvKoqAVjkxr\nrDEIKcjyDOslKEnTtgQZgd4QAr0xPH7yMY9ee41f/OVf4sErL+GHtnRqgSfuxvHxcXxuTE8IfhD4\nbXnyznv88Ac/4OlP38NYy4MHD1ipgsPTS9brNZcffojVgflizi9/4xt85atfxVuDcZZm55jNZzjR\nU5QVW3cRiWDWkNclWZ6Dj8ZQXdejlRyV0NPCTkE+bXhd15EXg+BNWWJMbI2nVvKUkZlkB25L0VtN\nlVRmT4PFtJvxLO8hDMZNcuiOSZW+f/u7027Li44vNEgk7sCUADJFeNNFH/kPbXunz58OPznHaWBJ\nalDxfyOqnzIW74dFHUTEK2T008yUYN/14B1902K6DjeQZcqyBOLgWd/3rOZz8KC0Qtl4DtZZDjaK\n45ZlMZ5nGtjKsihpl/w6gTFNTdF+GjzG3nYIZFLjB5Apy3KKWU3bNrSHQ9S3bFuUyrCDt0cIccdb\nLhaYw4E8j3aEKUVt22jkI3wYBXa11rjg0SpiCMbFh9TYKO7bNA2m7ZjXM7qmjZRiHcfspY0AZnCe\nZr9FS4/OYFHWeHNLJkIrbGsQ3nN5fUWQgtOzsyi+Wxf82r/1N/jSn3kTEwRWCrbNgawox2dBSkld\n1+MMybzQ1HXNx++8x4/e+gHv//Rtut2ecOh4dO8er917yHK1omka7i+O2LcHdv0BuznwR7//HZQL\n9M4SfGD+8JjT2ZJNE9ve949O8OWcy48fs9luyYqcvm0QKiqBOwLC3ZpWT49I5IpM17Ztx6ygLAvm\n88UnWqOR2Pf8tTLtWEw7F88OlE0zEu/uKlU5d2v5F4K/k7F/2vGFBomYeoWRvZfmG54dbZ2Owaag\nMm0DaXX3NG535EEZO8tjOSH1mEkYG3dHa27fO3JzPbnWOA+H/Z4jcR8pBIftnjwvblNKFxe28w5n\nBw8GYzlarmi2u/g5hkiexqqnHIiUKaTzvf3ct8FyWnqJMIwhD1yI3ln2lw0PFjNeevhomEbdIkIg\nOEdV1uxti/EeX1VstxsKqfBDjz3Pc9ww9m3bfmDi3WocZHlOrhRt140zGq+//jrbzYbFyQntobnF\nfIbdTwSwvSHTmnlVU5ea3WGPC9E8OZ2DaxqKqqLtOupZdBI/Pz+nmtW8+uiU1fEJ+77HBE9jLMf3\nz9itD3eyw/TcFEWBEJaf/uSH/Mkffo/rjz7mcLOhznJePnvAyy+9zNHyiGbfgGO0yocAACAASURB\nVLV0bcdyUdPuWoJ1ZFKRITHWc3pywmaz5/t/+F10VVDVNbbtmOmCV195hXd+/EM+/PAJtYwZqFQK\nF14s3HI7Sh9GSYBItjKEcDvdm84lhIB6wZp9XoBIz0zaWJ/NMj65JuRI7HPOjrycP9WYhFTxhisd\n0FlStc6ihuIEkxixhwnxKJ1cvLh3MxKlkruRRcpAVc2o6/pO1G5NPr63MYambyPbUUKWFSxEwfbQ\nYpqOtu/Rdcmxy3nPgJI5ve1xKkMXFbQGYwOZzmM3QEPwjkNzGB+OFBBTgIuCsoq+71CqHEuo6W6U\nD3qNEDcYkcUOjHKQSceyqMiFxGwPXB22iLxAVwW5ylFBQiciTdsLms5RrWaQFRgtMd6j8xyMxxlL\nlmf03o5Ban84xM/sHN5arAuEokIRbQdc8MjhnvkhTc4Hx/WewUZw21FqjRWBfljci8WK3lmMEBgl\nOVgLixn3Hz1EDXMnrQeZVdC2zLKS/sZQzxaRQNcrbNOSBUHuwXaG9z/6Gd//zlt89LN3mOuC3MFX\nv/Ildjc7Qgm9svgy0O17skXG3h0QmWBe1ZSZottesyhyFvTstw0rrfij7/0xRw/v0ctAtVww0xkP\nHjzg/KOPOWy3DJRFsH7sxKXgNU5hZgYpBSZ4tmZPKMDnAdP1VL4kDOruUiZ8zuNDRiDSu11wKCkI\n3LVyGDtez/Aq4vq5LSF88FF3VAj0YMgdgqBtuxGHE+KzNS6/cMPgdHKpRWh6H2c6uEVd7/R+ucUt\nEujy7KxGoj7H4SRxZxdPF3CWZ+PXya1LCEFv48x+PpQFfdvS7A9xVNsHZhMfjnHkHDDWkimFMYYy\nU2TZLU182r2ZEsBShpSuw3Tsd0qcGSX6vccEjzXRAVWpWAu3xmKNYb5cxi6KNxjjscGRywxj499f\nLJdjN8ULgR74EHmeRzk2k9LhcvQGSZL6zlouLi4wxvDgwYPxM053oqnkmlIKVVV0g6J0lhX4YDk4\ni3EOryx5XbFcnLE4WrHvGpz3lHXFZrulrkpk35MpTZ4p8qJis9mAcyznC3zbc31+wfvvvMsP/uQ7\nXJ1fkmU5D+4/YHu1puk7ytMjrtZrbKGYzeYUhUZIydFizmwxiy3RqyuOz07AuiFj0lzvNixmNfO6\nYt+39Ic90sBXvvQV3vvRT9kMXh4QJ5n9ndb9dFYikvSUkpHvM14nT9N09L0lz+04CSxE1FMJwceO\nnFdje3LaCZmW0+lnzzvkQBJMhK8ErvtP6aY87/jCuxvpX9KijJJofOKCTBfPND1LHYMUOLquG8sW\nOcjhpbR4CiztWzMO2tyxbjcCgSJTmswN4+zW0hz2VEU5svoSFVvKKCJjlcH2PVWmUUpijcN7x2w2\n/0RqmD7784Jg2oWmLFHnHFIohBTRkFbERdu2DZmt8F5w7959btoGqTOUVCitKYTAO0+QnrOzUw5D\nMPTeo/KCdr9lNluBDjTNYXzIk5hMURS3bEXnmNezsROThtTSNUwzCNNBJp/niExjnKH3cVgrn9VI\nAsujY2bLBTZ4Wh/ogqCeLzCmJ4hoa1jmJYvFku1mT3OzJUMQvGC/vuHiyVO+/9b3ePzBh3T9lkwp\nVos5WVUyWy3ogyNbVlS5YH3Y01nJSy+9zIMH9zk6OqIuCvCeXRPH7K23HNVLdGNYzGdc3VxHjkVR\ncnWzBpWz22wiJuQnm5RS0d9zsomlwC5QOGeRUjNQe7E28ip6DCEMXItBTXs2m+FdGPRNJITIF2Jw\nop8G4ASWfppC9hSnyLIsspnDwJPwtwH9s44vHLhMNeYIOIaRAjIeU3wiLebpzEeqrdIiTBcwyzTO\n22GWQ93xlajr7I4QSBrhFlphWhMl5EPAGUvfdhRZFBSpqrijpd12tVrhQ8/N9Zrj5RLfdxjjo66k\nVCNynUqlaUCbpo1JgCYFvnRN0oKMQQ7wEVRUPiAHRl1dVJRVxU3bABEnCc5TLiqcj2Qg7z37/X5g\ndQbyPMMNIrum7zHeoatiXOzAnWvdNS3lSUld1zx9+nQU0k1gcgoWU35LKwWNMbTWkJUFi5NjUCJ6\ngpYVRoAV0YGboDk4g3OWclZH+nmQbK/XFHlF6AyZ0jw+f8LNes23f+fbdIeGsix5+OCYPMsI1mE7\ng1MCaz3etAgtoMx5+Y0v8+abb0YcYz5H5RrhPOVqzr5tUSFmsEpHZuLxcgam4+RoRZUpmm3LO+fn\n2L4n15rQG2xvmM0XeGc+8awaY+iI2qQSwa1UmsQ7sMRAanoHIYLCvY4Bpe8tSt8SnoQANTBz03Tu\nVKT4Foy/W5IkEDRtDNFdDHy4i/F9VkbxhZrzpBOe9nmfLS3Syb8IHJr+TjrhtAs651mtVuNCTSl/\nQpmnHYTlcslqtSIbygrbG3Id5x1yrTns9nRdx3K5JISoqp1ukDGGTGdYa2iaBudd7D4U+Uj4mf79\n6ZBX+jotxqnSciqT0m7uvLsTaNJY+HK55OLiYsyg0t9JBr55lnF1dUXXdcwX8zEYyaHVmVpuqRuU\nFnsKFinbSroM02ytLG+7Dul8Utdm3bccgqc8WiFmFXoxI5QF5dGKzgcaa/Fa0zqHEQKRF8xXS1zw\n7A8N3jsUUVxIGc/Fh4/54Vs/4J//n/+M64tLHj16xJe//GXunZ2NXq0WjypyghZ8/OQJUin+3De/\nyS9/4xsoralnM5yERnqocs5eeQldFXgR2DVRG2RWlczqGuUDZr9nd3HJOz/7GR9/9Ji+67GDFICW\nksNuP96/Z//FjDjSyAkx9U/pP0ici7opbduz3e7pusHaMC8RJKf5bGzhTzPp9Kw/2/WY8iWeXUsv\nWjufdfypwCTSCcUHM8O7cKdOn16Q5x3jpOSQ5hpjmM1mo+5B8tVMrcUQAjbcytg554ZdVlNXFUVW\nxlFtremaFtNHxuDRyTFwKwCz2WxGhN10PW3bcbRcomXkW0ThnNsyY0qQSsEgjY0n3YOUGaVSJv1c\naoUVYZxWRcSR+UJGNe2mOTArj+OCVxmoQBCB3W5PVRTU9Yxgo4YnRO+HNMEIkGU6CgcP5Ua6Ning\nBBcl+dq2vQOoTu/f9EENIdD6+DmL5YwgJb3weCXYdgfqYoYuC4x31MsoqR8E7JoNQklOjo/ZrTdo\nKVlfX/P2H/+IH3z/+1xdX3Hv9JSHjx7hifehb6P/alFXBOfou568rjiZz3jjjTf46le/ym63Gz+n\nzDROCbyEzvZ0LpaK905O6JsDXdugCBRlzttvv01zaDj/+ClPHn+MbTuUc1gX8NZH9zd7ywqeLuIA\nMMxf9L0hBIeuK/JcEEw0kkrUaxDsdge0jjJ4s1lFJsQwMm5xrr/DmxgFZJ7T9Rj/XwrCYIp0hyfw\ncx5fLJnKEdnkXiBldJ/u3RapotmucwHhQ8QIsgzTRfetdAGUjDWwkB4pNNbHtC/PMvruQF1n/x93\nb/JrW7ald/1msepdnPIWETeKF/HKJK1HJrKNgI4l+kgIsGkgGvwH/AMI0UOiB0I03DB0jLCEoIFo\n2fKjSqfJwpnOyJd+RbwXxS1PtatVzoLGXHPtdc6L4tnpVKRY0tE599x9drHWXGOO8Y3v+0YwTk0T\nlABlLbnSQXZOgsUzCI9LFAOGQTmU9SSpIM00+67DEByCnLNI4+jqhiRN6azB5wmNdORa0pie1WJB\nZyy281R5AVi8sPdS+Miiiwy9GMnngS6m7zEwhtozeElURUG9b0isQwhNamHXHFis11gBgzP0vUF7\nReU0kpShNTT9wNOLC7ZvrihVGToRTUd0W07TlEPfkSkdBGDSBganDfjEMJYQZ2dn0w1X1/X0PoPh\nmmewFpXAzneYokSmCdeyDw7fXpLJJNjlXZxQ73e4oSOxHZn3tM0B7TTnJyd8+smnKCHZ7m74sx//\nGR//+MeA54PvvMv5xSN66yjKRWChOsOu2eCcoCxXkARHrsenS5596z1aO+ASicpS6mGgUAlycEhr\nGXYNvu44KxaItkckOTfX1+F6WEOxOGF1eolzmn/6+39IkYQNp7NDMMRN4vCco+dlvNYR28ELtBrp\n1S4D75DCgQhZqzUCQXD6Gnoz2RwMQ0+Why5cnulpncwJVnMLgrlJTeAghTLHWhuMe0bRWBBOWhAe\npYJd3lcd32iQgFhCiNnPR0ziIbA3Z7bNAZd5SRJLCAgo8moZzEYuzs+x/TCl4LFe8yN2oEY0WkiP\nRJDqhMxDa3qGPmgA0jRlIRZYd3/nSNOC5WqF7Xr6puHx+gzpYTCWosymVDzuzjFbiDtCnO2RZRl5\nHkRCMaWXUo7BBJq6CRyIrMT0A2gVZmKUBUWe04mRFCU8ykmyJCOtCvbtgadPn9IdDqPWocGtgymM\nTPKwG3d9WPCeqRSKZcc8gF1eXk7mtlGEZq1FKAmEEu52tyXJM7KipFyvaL2j6QfOHp1TJQVXr95w\ndfWGREuqPMP0XcAi8pzD3YHPP/+Urq356E8+4pcff4xWmrOLc/6V3/gBQig2+wP9oaFuGtr+OOag\nbVs2mw3OOd5//31++Ns/nIBm70IW5gbDprnj7GRFvT+QpykHEcDnSD5KkoTdbsfZWaCCRyJUlmcI\nH7xIkhHQDuvx/izOruvIsoyyLMO5tpYsz6dsEmPDUOJZNjaBi3YYqd1BISylQCcK5452CBEPimXN\nvG0+L9NDazbqRI7lulJhUJN15l6p/2XHNxwkvj4FkjLMVpRS4sVRkPLwgz1MuSJYeXNzw1tvvRVw\nA6Xw486nhQZr0C7QVVMjg2PR6HaVZxlWSm67lr7rcCN1PM2zQI0eBqwPN1NrR6FVtWB5fsnV5y/Z\n3W149uzphPg/jPzR8aksy8nmLrYd48DeuGsEOnlIS00X8JQ0yxBKoFJFUVZs25rGWtKqxDmLN45D\nb5BZAE2lkrx6+ZJytMaz1qDHMsePi1QnCe3+cA/buLu7m+aUJknCixcvuLm54fLyciqR2rYlSVOE\nd6GDkaa0XYc41AzWYrTi4skT9psdh2FDVVbc7rdcnp/RtQ37uzu8GTB9S+5Sdvsdf/InH/GjH/1D\nvvPd7/Kv/tYPWVULmrrG+QBsttYhVYLMEpqmIS8L5Bg0L88f8Vf/+l9Da7i6vqbI86Ab6XsWVYVT\nmnZ3YDg09Ls9RZ6DEDgCXlVVFYfDYSq7wo2Zkuc5tgvT3JUnCMOMwaOmgD83GRq6ADozEubm5fJ8\nDccNLuz+bqRmO6x1oYOVKlbL6C+azv4uGDDdv1/mIsjAMo4B5TgBLHbSgn1COL48m/hGgUshHUL6\nmKjiMdOUcLivcItRE47EkTmiO2/fxZQvtpXqup4udlEU4ULKMP1IiNAlSAWUSpGlaRg6iyBP0jB0\nth/u1XShhXmsPbMsI00Sdvs9t7d3rNdrHj9+zHK5CCpRopHNkQAmpZx0GFG3EhdKbAl3XTftPlon\nSCFYLoM71zD+XcxS2rajH3kOUsR2cXhvRZ5jBsNyueTJk6cMo/ejGcLouIBxHGnscTJXxHOirmDe\nYXLOsdlspqAnhJgCyeFwYL/fY9ueVEgSH9qWiYciSUk8pM4hu4H65pb65oZht6e5vuX1Z5+xynLe\nf+stnpxfcHt9xc31Fa+v37Cra3pnaIcetEQkCiuCV6rUisEanr37Dv/Gv/VvopLA9qyqKtgPVgts\n16Mc2Laj3R3IVcJ+sw0YkbX0JnSr4jS1GMyrquLtt9/iyePHeBfUu20XNCpx/c0NjWOgeIihTfja\njD4dfzffEGK5qbWeZnnUdct+X9M0Hca4sfMhkVLd62rMPSam+2yGVYQsYgQ3xdH38quObziTGJ3X\nJrR2/nsx9ZCdC/1g4Y+ajvg9tHdCmhijaFzgWmicE1MHIh8H8UgpQQTTXaUEpg3u0blWtL0PTk1K\noXXCcrEI5LrxxKZZpGYbZKqnPrWxlqosYEbz3u32084U21YRnIy26pFnEW/42C6NFy6K3aKDVAyM\nRVmAdwzOjR4GCYv1kiZyF0RCKROcd9R1g9BinLyVUOQFWZYgutA6HhjQOrnn4g3H6xKD136/J01T\nHj8Oo13ngHCgFEtwlpcvX+KlwOuRyLVcYp2nP/Q8Orug3R0oPVz94hN2tzcIa9BpyrPTU9xC0DQt\nZaL57nc+IMkzhAh8BoTkcHcDUqN0Sl5U9GaYAmma57z/wQfoNKXtezye3WHPoii5e3PNk4tLbt9c\no4UkV5of/f1/wKcff8zf+vf+XfqmJZa8TdMc6fDjWpsbHmupSca1UR8OIPR0Y8YbUimFE/eJf/Fw\nLnAt5t2J+Pv4PMPggEDE8t5jjccJB97i3fHvvBNhwxv/HW0HgsQ8dlgcWiu8j5yXsJGkaSCXWfuX\n2L7uWG54vqz0kFLiRs6/8EfKKxyNSAdjZwHDHeW6SmDtce6ltcEMRkoZ5oYOBrwj1QpvLaaucaSk\nmSZPUgYhyJKEvmmp96FtmOgwUu9wc0NV5hMJDOBwqDmtFmilccpQVYGnsNvtWCwWLJfLe12DWOeH\nWZ9iYp3Gm/JwCBOwlsslXdcxmIG+DfMcDrd36GWJE6GNub445/V2E5JG7xEDFLkefSuCQlMqz263\nQ2vN9fU1p8Viwh2AWZp6dA+P5zoGg9jyjB2kh0ff92y3W3prqBarELA85DphuVxj257Xz1/SvXnF\nernkPMk5Pa2QeO5eX6OLJevFAqUV7z97lw9+8F2EVrTWgQ7ZWj9Y7rZ7PJKma7HNscUslOTzF885\nOzvjbrtFeqhdEOV9+stPeHRyxtXr1/w///f/yasXL1mMZr+vN3ecna7vcQ/mrcblcsmzZ8/4/Jef\ngjOUqxV2nCCnE32PLXsUKB7bkXN9hR2CNH++2cX1PL8WgXkp8MQu2cxUScbxfQ6EnZ4/ds4izhHZ\nm0Pfo5QgSVQou73HWAvW8jWJxDccJAJjCRjbNF+AM0h5TI/mzMV5muRJJvAoTuHu+44k1VhnGcxA\nsVxijUUxDsZ1jsGYIKu2QcqslITBhRJEghKCPM8YEkWSBPZcPPnxJvJj0FmtVpim5XCocbLHdj1S\nevLRx7IdvTKzNJuAv/mw4EhMip8vtmtjVtL3PWVRIBPIkpx+f0AISTcMrMuK/X5P13YsTtYIA/3Q\nc2hqvJRILbDOoIH9zQ2WkbWXJpjOTLRrqSSO444WyWdz6rUxhsViwWazmSjqzjmEDAKvZbXg2dO3\neHN9RZYkLMsy2ABax9Xz57z87AUXJ2d86+lb5GmKG3rk4Kh3O1xrkIXH9F24qqMvJ0qBEBSLijTP\nsR5Oz8/JssDHcIMhTTNub+8mPc5+f8AYS6o0z5+/oNAJKYqff/wxv/s7/4jPfvlLsjThradPeX11\nzfnlJeBBBdm6uBVj+Rao2kM7UC0WKK3Z3m1ReYHtDWVe0g73M9mJOYubPCcEjGxZMVX/c8A9lhex\nVPHEoG3HslhMdGpr/WSM7HzAn8JrxuAuSdOEtg3v33lPlqVjkDH4EQRNksiW/XLWJnzTAi8RWzYi\ntDDtqKcfjTJwHu9d2AWFQM0UonHRBmaZDF+jRj/LkoBvuAGEwtiBfb0f9RwnIeXqBRaBViqkXQT9\nBfRhfoIH5wVKhtH1xhwwtmcYgr28sRYpggIylhxaqsDe0ykniyVWOtxYtpi+xw4GgWQYb8y4mOb0\n5jj0Jrax4kRynWha01PqjH50KirSjN3dgb7tuNtv2Pc9y+UKPJR5DqNhjHeGMi9wZiBblOgi4+XP\nn7NcLkmVgC606hweP2NbwnEhx5tvzgSNGVskMrX9nqIo+O5b77IUCSrNoG4x9pbdboe1lg/OzyiL\nnBwdhGFeYL1HpwUXyxNqMdAOAyLL6C2gcqrlCu96vBQkWpNYR+I92hm6pkOVGToRpKlmtVrR9wNF\nXuKGMC7gnbffY7fZcnd9Q5kk/OZf/Wt8+/u/wYvnn2G9Y99bljqlH7M1Ekm1Xo3XONysh74hXy54\n/PZTrl+/wSUCZ8IMCy9+lWIPkAmF8R6MQwmB9QJpXGjrfwEBKjA1x3muQpCmwR8jKJX7cE3kUUEc\neBDQdx4pPToR5IWmH1oGE7pjfrQ4CHjEaBotQgkfcD7/cG/+leMbDRLzhfjljxnFQc4hRp/fuV7g\ni7ocIZUPjMOiLKexesDkogxMluvdaK0WZNtiJLdIWuuwPuWqrQOwNfo+LJfLMFczTdnuD9iRlGSd\nY7FcUMgk1MrSY7AoIRE+GMbgxprT9vd0JzEziQEncim01hwOB9Yna3aHPb3rydPjPIxgiWYoipLT\nJ08wzk8L6CiVD8FGeMf5+TlXV1dBcegsbdtRqoAtWO+CN8aI4cQyKBLGIl4yp5rnY2tvzhMoy5J3\n3nmHl9OckuDNkGUZi7JiMAM1DuHDGhAO0JLqdI0YGpqbWzRg2j4MwPHgjMVJwWB6hAutTJXnJHlK\nbQcW2ZqsNCidUCTBYV2O/IFidCh/dHmJkgo3GDKtubu55rDbBjJW35JVBU27p+869l2Dd55MJ5ws\nKszYSjy7uKCsypFeDkqo0dD2fukw//mY+n+xDf68IxIp3UoF9SeMRDfsBCJHkPMIRsZrHWbOeB8w\nCOf8SAQ0ZHmGVmEjTrUGguiL8JdfeZ9+sxO8nLt3Uh8ec7qvUgozHMVec1bg/AjlRhss58ZOhhvB\nvTjkZt7aEgQw0tnj0NzgS6hBB6RfdPU06GZqVcGEIOssxXY9h7YhFwqnwk0uU4l0IfVLxs5B17Sh\nI5Bq8jyfbvJ4wWNnIYKIMcuIStUkSaegmqYpbVsjpWS9XtCPgO0RwT4CXEoqqqLi9asXY+0bvDir\noiTxQf7d9R2ZzKfuxX6/Z7lcTorV+D1JEi4vLyeKdnTdAqZBPsMwcLZak44MV8FoNOs8ygs6Z1gu\nFlhj8EJgrOFmtyHXmqooacbxgKbv2W42pMsytFdH67rN7R0oxfnFKW57hxeQZCnWBIvBslwgVTLa\nBox8BHwgKKUpOss5e/qIi6ePMH1L1zbjtelpmpbV+YH9ZsurFy/pXr4K4KpSnJ6fkRY5pu0xI18i\n4gBzLCCCiPN/zzVID9fs5CcxZgnW+pFI5TDGk+ViIuBNJC0IYkMds89QQvS9pe8MSof5sGkq6TuL\nTyTOgR85LUfc46uDxDfbAp21ZuLiTpLQ947ZgjH23smG41izh88Tb64YXCY16EhIip6S8yPIpI/s\nx9jSjOVAbFfGmQsxsGRpNl3Ypm1ASYRWoBVFWbJYL3n06NGEK8SbrO/76fMBUxo+X0hzYdd8UnXM\nLIIq9DizJGYdh0MdFlCaTOcp7lRhuFE1lQ7puLNHNWCksc89EfL86HMx1dkyWN+t12uWy+Vk1DoX\n38WWbq407W5P4iERkkwEYZowNkxDB4aux3Qd6+UqGOfc3qLGUQfJSCeu8oIiSTldrkh1glaKxWrJ\n+uyUzlua0d9Cac3p+RnVcgECkjLDS4mV4BNFsVxw9uiSAcfB9nTOcnvYIfOMpCpYXZ5x+ewZSVnS\nOc/pkyc8fe89Hr/7Lld3t7x6/RohBe+89y5IgUqTkUR2XIfzI667OXA574DMu0fz8xufK24QWocJ\nZHFmS1zXkXyXpMl4nRP63gAaIVKcVUiRYo2gqQ2Hfc9+11LXPbttw9B7mtow9H+JM4l4zOuzuAj7\nvsc7MYlinAvTwueuVHMkev5cfnQL8u7o+zCf1O3H1L9tGoauPwaV8KzjvwUojRYe14RMJKbuygSF\naZqm1G1HbwyLakFZVbTbPYemRjrPze0tm+0d6+WKk9HuPcsyzs/PkXoGfs7YenNl6lwhWsgiGNpY\nWFZLDl0fPCHGzzT0A1fXV6xOTkl0wn7fkVclxh6dkW5ubgJRLNaoWjFYSztmCHme0w39ve7RXAJ+\ndXXFxcUFXdfxySefUNf1JB2P7zdqTQC8cRRJNmIxwfjEDAZvLPTBV+J8tcb2huHQ4Nuetm1xXlCt\nV9zt9vz0n/2EavWK6nTN4mTFYrUMs0CzhM4MdH3HYr3COMerV2/I8y1ZmrNYrHDS0ZgQgPq2oz/s\nQ1lZ5phhYLVckBQpTVOTaMWuPqCNZnV+xur0FK0UzsOLFy84OT/jzfMX1M2earmk7TpSqegHgxJH\nDsJD3k5c09GVKgbn+fzOeZs0Po/3x+AcN7F43eLGI6UMgLMEa6KvZrA6MMYiVeyohOfTOmQmfTdy\nZLzEOhj6v8TAZTzmAiE/WqVZGzCIEIWP2MMcuJzX8g8PZ+97XUYLubgbxxse57H9ANPFOj6Hdw6R\nyKkef6jdj4SbbggYgPMuqCqVDA7OIgxakUKy2+0QHoosTMNqurDrX1xcTNlAxE3mCyzu/I7AoUhV\ncInG35+m1fc952fnpEXBbrcjHUFeY0Np5a0hLwtOTk4mCvObN294sjxFyCO35CG+EFudUkouLi6m\nzGze0ovyeziWa1VVMQyBnhyzsKqqgnX/2JrNdMrhbkeqFH4wrPKS87MTtnWDEpLzs3N+74//CC8l\n737wLcrNkg+/9x2KqmKz3+PrA2bcEKTQU1t5YrlKEUYAKoVUinyc46q0Zn84kJmA+KMCMauoSpqm\nRRB4LJubW5SSrE5PaW+vWZ+ectW+pO2DY7dp+2Ai6u8bwjzEHGJZOqdTx2sbf47reuomjV0HpYJJ\ncVy/sZyLXzrRZKlGyeDlWh86dtsaIRRDY9HaotR4fYcaax2qkAyDR6nj+/iq45sVeLkw01EKSZrl\nGOPGGha8sGOWENqgxhiE6nEYkMG7Ks1HnMAPYVKydJgIEolQfymhSVSKRDF0hkW5xPSBaNW3YdAO\no/gmTTP6piVXHoTBe0uuKnKpyUhh6OlNh088vbBUwqGsCYHG2PB9MFgvMUi0TiiLFc4abDdQ5DlZ\nkgXXbTc88LcowzmZZRURGIxU7aIsJqIPAjKdknowwpN6jy5K9mZAJQUgqW2N0J5BSgQ++CwISV03\n5MWabdOyXkmKTJEhcF2LE6GPH4YICrIkpa2D7f+irLi9vWW9XmPMwLJawMEycgAAIABJREFUBMt2\nT3DPHgN9ojR929EJR5JputpSZgX7pqHI8xAovCD1CuU1ykmkdThrOLl4i1R3vNncUi0XnJ2fU/cd\nb733Dsv1iv3hQGsNTgmWyzUOz/7mFhgYDi23m5dkSUaRFSxPT0Igy8O5RlgSBLbr0QicsQxuwBFI\naYMdcGPQk3lGfrrm+s0Vh7ahS5dk5Ql553lze+Di2bt8+vOPUalEj63xuZNYvJYxiMIx+MeSbr6J\nxZvV+zAkOHAsLEol5MX9DFrMMsgsy8Er0kxS1y3OD4jRsSyoUBOM9VNHTghF04H3CW0fynsvUmD/\npffp1wYJIUQG/AhIx8f/Pe/9fy6EeB/4u8Ap8PvAf+S9N0KIFPjvgX8NuAL+pvf+k698jRmfPE74\nngKJv29lN99ho3fknDMRhVExOs/ZbhEAjHWiUmqyZd/v95N7cXyskhojgyty23aTU7XWyVS/ZyNo\nBYQBM3XoOEgPXRe6K20TPAgEQXJd1468CsDler3mcDjcS0XrugaOHQ7nQlCMKWrsVkSqer3fs7y4\n4OrmFlWFmRx5ltEONWURzk9XN6RpyptXrwHCRO9DAD37NnR3nLVIdd9kOGYMUeSUJAl1XU/ajTdv\n3twrOY51tMY2Blt3FElGrhM663DG4IxFJRm9twzekinFIEFrxfVuw+AtrTO8/uQXfO8HPwhdj1TT\nDj1N27LIU7TUHHahtFuXVZhG5hWLvOIXP/s5H998zI9/8hO+973vcXJywpOnT0iTlMViwenpCY8u\nLtns7si0Zle3rNcLamODjFxI7m5uadqWTCeYNAsJgw3T4s9OT2g8mKFDJ0dBIRwJfnMy2nwcxDxI\nzMvKvu9Hmn4bAOQsZFtVlVBVFUly34EtlqIBnFYjVTuMkPyiYT5zq8gYcKKz1Z87k/Ded0KIv+G9\nr4UQCvi/hBD/O/CfAv+V9/5/EkL8t8B/Avx34/cb7/13hBB/E/gvgb/1Va8hZhxyFyMgc9r1eELs\nkWgUT3LXdSidTs81VyZqnUw3WYzyy+WS1WrFcrHg9vaWu7u7KaqXZYnpeqQco/k4Oj5N02Dk6myw\nth/NVoZuYLko8VJwOBw4X63xbR8mOzmP1BI9+l1enJ7SHGryaHSjw6e8vr6mrutAxhoR8piWxhIk\nTVM80LRHG/640AJuEEqa/X7P4/Nz9od+7GgcF2uaZhwOB7Is4/T0lNtffox1dnJ0kgRS8nz4cjSR\niXqR1Wo1qSy32y3n5+ehrTs75qVjKTUiGq4aF4b5KA1KYaXECUEvwyzMXkuGoceZW6x3VCdr3rn8\nAJVnHLqGl1evWaxWLNcrkjSlbVu6vufRo0cMfYfpBvq2Y3O7YXO34ccf/Sn7tuH1q1fc3d7y/PPP\nefz4Md57nj55QlPXPHv2FqfrNSd5Rb+ryYRAI7FofLmgSnOeP39OfThQFhl903B2umbT91TnpxRZ\nhsDf00bNiWcxIMSyLK7DhxtfvEnDBidG7MGR5wGHmLM/j/fMfTOZqNwNYHYIuF9mbRc3zrDJfHWA\ngF+z3PDe1+OP2fg3HvgbwH84/v7vAP8ZIUj8O+PPAH8P+K+/7HmFuD/KLrj3hrRoTomNLSYp708d\nmnc04g0TW4qxIxJvujRNQ0AZXyu0OSWnp6fUdX1Prt33hzBAxUucCso7NzJC26ZhUZUTGJXnOXXX\nTvLbNE1x/YAdDEpLmuZAmiZUi4Ld9o7ttmG9XgMhunddN5rGNNOCiK3PuCtHFWfsNgzDMBGYtNZI\nwIysuTRNyMz9XUsIgVZy5FMU0+fcGMtutyPzgQiW6CT4aI4ZFxypwrEr0/c9JycnaK25urqazu+8\nto4BJjWONE9p+w6hFDpL0XlG3TR4rTDOkq0X3O12DM6QLjK0Tjg9OSGrCoxzvL69Is1zzi4vKRdB\nrLff7wO5Tgjurq4BT98GTcLrl6/443/yR0gkH7z3HsvRHDhLU9q6xhrDc2O5ev2GF598wtMnj3jv\nnXfQEpSQLIoldhhodlt0mrAownlu7u7ouxY3qlVXZclqWdEeDrhZMJg7u8d2dtyx552MGBjmWUbb\ntiwWJZ7oM6qnyfNCHFvu9/lBx3ZraJ0esaIYmB52TgIFINIJwv+Z/stVoL9WkBBBT/p7wIfAfwP8\nDLjzR5H6Z8Db489vA58CeO+tEOJOCHHmvb95+Lxu9GgITxOi22D6iQsQ/ROPsykeePjFDzHzmZi3\n8OZWbrGVWdd1CBqj6GqOMPuRWxBOqkJqhdAJRiqkF5hRGh2zichrOLTNNBGsrmuqJLTeIqLcDy2v\nX7/Ee0tZ5tT1nmoZdBNlWU5gYgwMMUV9uLB0en+K2fR9XAwXFxcB+Bo/uzcepULq3x0a1qsVOM9+\nvyfPMpyz5HmBq2usNXhrkaN3pxBBSxI1JBG4XYwZ2NnZGdfX15PnQlyQ8+viBLRDR+/DsCIrwElP\nIxyrxYLmsMd6z+LRBTJLEUqilEAlmh449C0nF+cYPN4M1F2LkJLLy0vMOFUN5xicQSQJP/35z/jH\n/+h3SaTmr/zmb6LykHGoVLHb7aaAJ2koi4KXn3/O1fPnyKanyBJM11OmFYOzLE7XdPsag6WrG7SU\nnKxWDEJw+9xih55Hl2f87PYaxXFnvjc0yt2fWTveS/cyiPlNDHA4HMiLPHiXLKog/MOyXC7uPW/8\nboxFyftzSL1/GEjut2fnJfhD8dkXHb9uJuGA3xJCrID/GfjBFz0svp8Hvxez/7t37PcBvXXWkaaK\nojiKieLJm8vDPfZezRc/pBxnc8KxhThX8UUdBECe53jv72UObdsekfo+KiFnqfP4+k0TbNKSsU0b\nSVneB7FM24XnCUa0Fp2Gjy6lJM8yjAwkptPTSza7HX3fT2SlyGWY99XvMTJHBV8MEvO6U4xBoUpS\nbvYH8jz4cFZlhbWh7Wr7gJpf31xxc3PDh5fnwRXJ2qB4FYGivq3rqRMRsZI57ySyLb33PHv2bJK6\nz5Wj8Xo5KUaiWctu6DA4FlVGdXlGWa0xSrF+dI6V0FqLFR4wdC4M8BVpAolme3NDdbLCeAfWcX19\nzbIoSZRC6YRmU/Pxx7/gd37ndzhdn/HtDz5ES83+ECwC8kUGztP1LYvFgqEfsP1AkWZkQpArTaVT\n6mZgkebc7bb0+5qXN1dsmgO9syyLjKGpSb1nuajwbc9bT59y/fIVu7v9tC7jNYoZ1rwNGvGd+e/i\nGjvu/uM4j1E2niQaqfiVyeJHXCFkvBOJjmjJH/A9+QVMqLDxBKNc74JS9KuOf67uhvd+K4T4h8C/\nDpwIIeQYQJ4Bz8eHfQa8AzwfMYyV9/72i57v5CRDCI01AYCBoHGfAzvxQwEMtsWjw7xLITAuBIR8\npOGGiwDDEAC2qiqndD1iDpGklUqN1grJEXcw1pKmHm9T8iSjdxbnFc722MFOKWFJoGbHm7WxLU+X\nj1lUSzZDT9/15FnIfKx1mGFgkJK+68iXa4YhvO/QJTBTphSzoRjoYhYVgUOdaPSYzse2opKKoe2w\nQ08z9Ow2dyyqgrquKVYl3gr2d1ucsTSiJtWaZVmRIMmUxg4D3hgkkBb5pB2ZE75iyZfnObe3t9PN\nsFwuJ7OceZ0b+/ptE2ZfSiGpD3uy1ZKkPKHpO6pCU5UnwQbOQZll9ENP44JyN9EZzljafcuTiyfc\n1XfsDxsenV2iipJu19D3hu3dlj/66Mf88pe/5PTsCc/efpvOekSiScs8GNd6x+nFWcAxuuB2bYyh\nLArKNCVLs1BuKUXrW1pbU6YFj89PWHc5d5sN+7s7XN+z63qaQ8PF6RmZVgw6mT6zlHIqD4Bp7c1b\n2nDMBObrO65Ray1VVeKZzWQZDM514wDgYLNfFGVoe1rD0Fma+jjbxftpxMcUUObHPGh5QMhgJfll\nx9cyLoUQF0KI9fhzAfzbwEfAPwD+/fFh/zHwv4w//6/jvxn//+9/1fMbc5xlOMch4u/mNZuUajTs\nCGIuKRUgRh6Fm/gUc/OUyJHIsoyu6yY7fK0Uh/2Bw34fcAxr8Yymo6Omw5rR4t8HKXtk0MU0UipJ\nkmcjKclQNzU61Qymx3o3RehAMEqnGRy3t7fTjRVxk67rpt0jdmiqqmK73U4Zhh0fF3fumOUkWtO1\nDULA4yeP8N5SFNk00k/KIJDL0hSlNI8fPUJKgRgXtdaa3ho2+92URcRzmCTJZL13OBxYrVaT98Xh\ncCCassTPOc8oskXF9XbDpt6TVCVOShpjEGlKY3sOXUM7BLZk27fhJtAKLwQeyIocqRO2my1CCE6W\nK5pDzfYumN18/PHH/OhH/wc31zd8+MGHfPDBtyjKAk/IGrTWVIsKj+f65oayqsJ09nFNPH76hEeX\nl9Rtw6GuA8cFz3q5xPY9tu1IEJxVS959622ePX2LNEl4//33eefdd9Fpxnost2LJ+xCUjD/Py4zY\nWZtL8eN1KooitPdHy8KoqxjMgJu5pfd9z+EQsLO6bmnbjrbtiLb5IRB8lUv2GEj81ztm/zqZxFPg\n74y4hAT+R+/9/yaE+FPg7woh/gvgD4C/PT7+bwP/gxDiJ8A1X9HZiAyxGIWdiyflvqnM8eSm0+/D\nvwP5aq5MjIzN0BplQvRjthCR+pjeeR/MUrwP8ypN7wJRybvQzXBjeghBvTcyORerJUIpmqG7Vx44\nc8RNEL96AbwPbM+8LLi+vp4EUhC6B/HGjKm+c24KcPFzRDn8RBwaH7dYrDFK0vXB48K60C0ps5x2\nCAGoyPOAWWQZOknohgElBWVZkmrFbhc0IhEfiUy/LMvY7XbT0ORoQiOEmEDUh/X2YWhxiWTXHlAd\nLJcXDMpj7ECqJWePzseRc45h6InycO8tCEFvek5OV9ze3OJMH1JjY2nqhj/4f3+frun48Dvf5uQ0\nsEAjwh9Zn1qHSd6LxWIat5jnOY8uHyGch6GnzHNc01LXB/RiSWocRZLy6vUr8ixHJxqVZHQMSO85\nOzvj4vSMqzdXLJdLLi8vef2Tnx/1RSP2NQcn4yY3XwNfFEwCGG9HRzI5Gs6EMlsy4j1ejuWIDVPB\nvECMRLKHZkEPM5f568dDfG2a8Ou1QP8Y+O0v+P3HwF//gt93wH/w9S/NiLDeZ1t67jMO4ZhROOJ0\no8iOVHgvcfa+30S0/ZJSYjn2q6OuQGsduPxFgUo0hzY4OwkpMOPrRXm6dS60NAE/GNq6JT8b/y0F\nfnyPdV2jrGeVFeRZjnKgxuzDjgAkI3YROzBx543odNd1rNdrrq+vcc5xdnY20cEj2246F2NrM0kS\nCph4G29urjm/CBwGxJFXkqbpuH3ARx99xPeePaUoS4QJxjtOQNt1k6lMdJ2a04zje4hjCuN7iZlN\nvEHiTuk17HZburGm37U1whmevfMuXnpuNhsWiwWp1shes91uKVONlkHv2w09b3ahVEq1xPYDL5+/\n5A9//w9J05zf+u3fJknSkYIsaJqaQufB4NVbjIGqqiYWqPeeDz/8cAQvBa+ff87qZM2QJNx1LV4E\n5emyqHhy8WiyD3SDIa8yeg8nJyf0/cDZ2Rkvnz/n29/+Ns3LN3z88ccBmxp1MV8UCOK1iI+LP8eb\n+4hLCKwbMCbgTtYNpGNnL5j1WpTSSCno2n6SLcRsJAao++XMHMS8D6D+SwEu/6KOqEBTyuHsQIAw\n7tuGxxMKTDekGIefOhvmYbb9fiovYv0cSVZzE9fYGm3blmUWdhbjwo1wOBzQiSbPMrwJaLEfT7ZM\nFK4fwDpcP+C9ox8s7dBTD93EfciyHDmTv8e2I95PszlUtFafEchiqhoH/tx7n8slRVHcs6+PTMzY\n9vLAfr/HDD3b3ZZHj59QNw0qS4KL1uEQ/CRcwEjOzs6QWqPS4OWYEgLu4CzeHbtFczJQBGljJhHJ\nP1prNpvNdI7nKH5ZZPz8459zs9/zXlkgyxLf91xfXVEtCpTWDGnK9u6O5WpFVRRoa/CDwQ4G33UU\nIrhP/eRPf8ZPfvoTmrZjsT6hrBY4PJ0JAKT3bmqRF0UElf2UXTRNw+PHj6d0XvhAfiuqkkWagw2a\nkiQDqTVdfWBwNjg6aY13lqZpgmxeh107Oo1FVuxisfjVDs8Mk3jYuo9rMv474hIyZhAj38G64QjU\nCznK/H2YBGbNPTu7eadk/j6+rPT4ugABfwm0G8HI0+OsDRRsdTyJsRyIJ8+PO2NoPx570vMTX5bl\nRPARQmLNcTpW7JbECyOlpBt6BjOwWCww1tB3DYqAfYTzOrvg3cDQ90gh8c6gEk3dtVTZksP+wPny\nJOy4WoMz9H2YK2mNCRZ2ZRW8JYSg7bt7PgIxnRdCsFqtpvcc28DzzCrKxuNNLEfKbVVVnIj7+oEA\nTvnpNbQMfIu8LNhtNmz3O84Xi6BvSDTSimkHja8Xs695YIrsvqdPn9K27ZR1AJMEvjMG5aC+2/IH\n//j3+M5v/AanTx6jEVws13Rdjzk0pEJCO2C6FnvYUxUl+7ph8/IVXduhlcI2Lb/5/R+AVGwPNcZ5\n7jZ3CKnZmGEKrvv9fipfhQhl2+npKe+9997UQXry5Ak3t7eBt5GkPP/8Fwz1gURpBmvIhMUqgXUC\nm4RWuHOe8/NzhmHgsN0HIdp4nj/44APevHnD559/fu8mnZvRPtR0hLV/LHljIHEuZIDO2VHmHv1e\nx+cSIUAE7MxjLUjhp9ecSt0Hr//nOb5h0xmNlBqlErq2G0+WvHdTzIOEIyL+MaUKBKu46xVFQZ6H\neZVBfKWQ4siXiM8ZVXjGGNIsxXjHoa5x3qO9i95hwaVJRZg4iMbmtfdiuaTpWvL8kt3dZuoAiMEy\nWI9wlv1+D95zfnKc/gVh0USAsK6D2CvQbwNfYjVOAN9ut9MCizt1WZb3dielFL0L4rKL8wu6PpCt\nemfZbrdcnp1T7w9opZBas1gs2O62eCAvcoyz2HGWewTPoqFN0zQ456aaN37+siwxxvDq1asJN4mD\nlCPHJSsLHl9c8icf/Zjv/OZvcH56RqI00nsOm92E5RRFETK1wWLqlh//5GdBCt/2nKzXSKm4PDvn\n29/7LrumoViu2O4PNMPAoW4oM3UP9I3vY+jFvZZyLPGev3hB23Uo59jXB6RSlFWFcB7vJNv6QNuH\nINAPfcCdnGVo0+na5WPAffXqFScnJ5yenvL69et74q37a11NgXTu8AX3sbdQ6oYydk6iStQxi9Za\n4L2ht6GkSvRxQ433y6+TIfy6xzdrXxddm5xB+Oju1OMZCTUmTtPOwAfqsFRyLDMUUiQ4C2FeYmgN\nBd9DSZYVeObDSfyUGmqtcUpQVssJIEzGbESZHJTASIeVo127NWRYGlrOEomxgTuQS8nh0FAPHVZC\n5wYaq+nMwGB7VkWBJrgv6yxlv99Paaq0A93QY9vQNbi4uKAdwUnnHF3TsttsSHXCyfqEvu8QDtqp\n7JjNa8gEw2BJheLmcBiDqUAlBYvqlG5wGMBI6E2Y9fHy01ueXlyweXNNXpYwOFKR0ZsWZQQLlaKN\nR6gEkwZsJnpcxFZwLD26riE4eqXjQg8TA9v6wLos+Ss/+C5nl2cI15IJTZl5pHYsyhxnLV2z5/WL\nl3RNy8KLIBJSCqpiUpIq51kulvRS0LgBlyqqNOFsfYpWcjZMSJImKV3fcddY0jQZz5NHa8UwBCaj\nHwFbKTxnVUGaKJQQqLbDmIH1ao0Qgv1hz2az5bC548WLF6yqBVmZ4axnu9uFAcrXV1BlbE1HkYbW\n+RBqAQC0DvNcpAIYSDPwXuFcN0n5Yxcu0cEQRks9lp0WKVKcCRuoG/sHpg+gZZYe6dcPy/Nf55hw\nia9wp/pmZ4F6FyaMIBBKhdbm2N6MXyHCqntpWjwm3T7h5o+7RgQp51OV5ZhmR+JULD38iBfEWaDe\ne3BjejgCffPXG8ZZFdloBgOh3EmTdJqnUOQ5tu/p2pZ0xBlipyDuJHEnjnwJYOqLRzDTWkvvPG0b\n6NBFVU0YQ5S9CyGwPsjazVjWICSPHz2l6WNZdSSgxS4QQpCN/hHG5tihJx8XZlkuUNZPmV08kRGf\nACaG35zsFkHMKDxbnp1RFAUffutbvL65BqtZVAv67YFKZHz+2c9p6jDOQCI4zUuWRajvnXO89957\nXF9f0/c9r68CmJvlGXmaIdMU11t2d1tEEiTTU/ouIElTVomaMrDIk9lsNqyWy7Fl7FmVJcPQgnfs\nNltOL07ph4HBWq6vrwDovCVbVqSbnM9ePOfR6TnLssSNpKfl6QmP336LrMhpDw2p0qFjJo/nLZQL\njmjb/xA/+LJORDxidhLa/IEo9UUZy1/E8Y0GiTBgZKSlKo0Uatz9BcSlI+6rOWM6BUfdh1TplLpn\nWTZRpqUUYcbAuLjnDtSRMBRv1LiQ+q5DJwlSB+GRnY1Hi0HCeyiKnGHqUOixxx6yhkoHfoYcbeFW\nqxX7/X6Sg/d9jx/l70qp0H4cQdf4GmVecHl5Sde0KKXJUjH97ZzkZK0lkRLpBRLBslqQ5DmC4A/q\n7f0p1PHr0ePHlFVJtVyCEEilyPIC5wz90OOMxzsX6natsd5NzuJzxedqtWKxKLm9vZ3O40QA29fo\nNCFTCU/OLnh9fUV7t8U6x+6zN+Hvl0uWZRVIbcbhuh4Gi5aC7fUNmdTsDxsWVcX19TXpyYp6t0Wm\nGbkK7VknHIvF6pjGe49OEkqdjT6neXAAc4aT0zVd11GtKoaupekb8JZUay6fXGCdQ2Ua03VcvPcM\nfLDD27x8xbNvvU+SZdy+vuKTzz7l6ePHKJ1S73eUqyVvv/sOn/7sYxKpkc5jxvMVhh+FtR6+jgzL\nh63ROabw8IhZQmi4hc3z//dBgtHk2o9kJSHB2ZGTMOMYxN0qplMRfYfQr1daTTdZvNGklIGuLNWU\nzsXvsRU6bxdFmqsYswfvfKjSBQjGxwgxEnU6Cs/U1YgCM+sceZoF4FMENZ8f+QaLxWK6say1YN0E\nBsZdvq5rVovlVN8Xoz1ZVZR0bcvdbjvxFuJNb62la1pkIjF9z6Io8SqYvTqOztfzmhdC+7YdepYn\nK9rbLUrK4HwlgnUcHMG2rutI0mB2E4lT88xhuaymAUPDMEwliRQCNxjKpER5eLI+I0nTkIWkEi0k\nWZohRoMgJRVt25PKEMz7umW1XmG6oKwNeElOrpdsRw1Obzp6M2D2u4kTo7Wm7TtUYkZ8pMZ7yzB0\nCOFRWiAUeOlYLZf0fUvfHNjfbcjL0KHY14ejTN97kkXJ0HY8ff8dTi/OefPiJS8//ZyuaaiqgjwP\n5KzPfv6LgIccmun6SBmEd8PIqRkGw9x/NK7xuLnNN8J5cHfTdQHBsWvyVYHl646/9N0NqQNCP/SB\n2RimZH0VS+x4Yue8d2Cq5eE+zVWp8BFjuh9vyJjST+3VMfigNW7kM3gt8VIEfobzo9bBBQdnMTot\nCUHXBQfu/X7P8rwg0eF1vDt6MURgNbLl0lHGHv8v+jWsFssQsGRouRVZzueff87p6SmLxYKu6+5p\nTYQQYB0WR3sIwqXPPvucd995n64/6jtiLz62h1++foPpEvKigH4gcQ4GizIC4UC7wOTsrcV4g1Rq\nInRF3UjkTGy323stPYhgWxq6Vgi0SnCuJ7GeIivoPSRK09VNaBHrJBi6mgBC93XI8l5udyyyHOsG\nbm9vKc9Pud1scUohHUgfZrhWyyVqJFDFzk+4NuMMj3F2ih4zxH29wxlDk2jaeo+SkFc5jIOFy1Et\nGzejHkdnh2DFk2rWF2d4Aa9fvebVq5dUaU5a5GRFjuvGtuZoZ2/tMOMxqHsZ3cOMIj5u3uGL53Pe\nIRH8qh7kYffkX9bxzRrhKoX1Yce24xCRrwJQYuoWsYTYTYjU4ciqnEhK499FTOChCWmszyMvAaKy\nzkzvwjkXsgrv8D4EiH7sjMQ5k3UdTGbNMODHTsDcdSqSu5qmmSz957z+yPGoqgrvg0ozLpq44Lfb\nzSSFj1lTTP2d95RFyX6/Z+g6mlESLWYBN35eIQS3t7cUVUU9BpvtdktdN5gxw+pH6rcQgjSLr2Wm\n95IkIauIJjTGGO7u7qYFH7UbRZYFAlnX09ctYrBoL3Dt6ARuDESLOT1as4kgstNSUeYFRZaTJSla\n6alzsVwuqUYdTlVVLJZL6qbGjizZQ1NzaGrarsa6Aa3l9GWdoW1DJ+vk9ATjBoQKE7b7vuew3WH7\nnvZQh2xs/OrNQG9HQFIrqvWKajTjvXjyiNdXb3De897775EX+RQEYjt5Tq56yGmYZ3rzAPFFQQJi\nli3v/f1f5PHNWup3DiUTEhTehTJDqiPrzHvL3NFDSoXSAjdav+WFoiwTjDmCkPeyCSQehRdhgQgF\nxSLF7LqR7KTIZEJXmzBGwVnQA3rEIozwGOsQKkEmmrbtqJQKVnWE+Z9aa+gcbgCbpNyYAe0d6WrN\nbfMS7IAE+l1QV6LCJCY77ripThA+fI9OyMYYdJoACfu+ZfXonLu7W2ozUn+9x3mJsR6tM1IRKOPr\nvORidUr3xNB6g5AJbjiK5ZwLQSBNU5a6QAaRAD2Clc5IXcCJJrt206O8IpWKbpxpKqWcnuPuLkzM\nWuQVGI/tTMie9Gj+2jYI7+hHHYWTHiscvRtIbBjM7KSGwZPqlN55Dv1t6LYoOHQt66cX1G2P3Rpu\nr655c31LfrrCJopBwcn5GU+Wl5RlGXQt7RjsvQct6foeMQauu+0mZBrCk0hP2+1p+o5EKrTQSOuw\ni4RMapJGTXNdjfCssgVyYPrcu6bBJgm9kix0wbJcYuuWxckZr19e0eBZTe7jdmwfHyX+sdsGTJtX\n/HoYUKy1OJtghkDFj4B5fEzE1WJWMRc1BoDz2IKFL54N8lWb8zeaSXzdMT+Z8/6zEGIi8MSuRTxx\nc4LVnMseXZ+895MWIbby5r3lY7QeTTrGmrwZLeXkKMwRI8AYT3K8uZumCSBglqGURM1oyg/f09wp\nO9b+m82G7XY71aht23I4HFgsgkW/0sddIxrIxLZu0wTq8Wq1JtHslRMzAAAgAElEQVTJRHGPCy+y\nO9VInKqqxQg8LhismboucQBx5GMIIajKir7v2Ww2E9ck4hPee9br9a+MIoggcvzdYrGY1KvODWHS\nlO0YbMeu3iI0LMoqsC2tx/QWbz0n6zVFGdzC/+lHf0LTtlzfXAf8Q2uM6Qkbrme1WuK9Zb/f8eb1\naw77PVdv3vDP/uzP2NzdcX11xe31Dc+fP+f169d4Nw5nGjMY6TwYi+t6Mp3Q1w3SwWG7Y2g7+qbF\nG0vftLSHmkVRIpXi/fff53CoR7KdmAR7UUA3DwIPvx5mEcyu20QkHLOKedbwkBcR11BcE8d29J/v\nNv/GGZdfd8SSIAQHNS3QuNvF/nhM66O6LpwgiZIJCE/ft6SpnmS9XgZ7N+980GQ0zb3IPliDFZJ+\nGOjHqViawAxt2xZnbTC2zTJ29eZeXdh1HUnscMTamdCaE4RAlvijBXuUF9d1PdGzY0ofBWl93/OL\nX/xiLE3yqb0bg6NzDmvCLrXb71BFiZQJUh6Dg1SBgNa2LZlMefn6FecnawZrKYsC6nbCGay13N3d\nTThK07ahUzGKzSZsJU3x6mj8Oj+i1iTiRVNnRnhkYvBYvByB6N5i0oHEC7wDZxyr5YrDrmazPdAJ\nwZNnb3P69hMevfWEQXgWpycYH3CUtmupqiLgQ3nGycma3eaOvu+p6xrhPP/k9/8gBHHhyTJNdbJi\nu9uhpeLR6oRCJYgsY5UVaONZFBVN39GaHj26b236nmHoMcZSb3corTgcDtxd37BYLEiE5Pvf/z77\n7Q4384CYY0jRDSoeMSDMh/vEDeQoXrwfJB5uavHfc9fth+3Vf9HjG2ZcSvBHEVc85hE27qh1XU8B\nYbFYTMrDiFEsl8sJmIwnT6lRnZmENmNVlROXoMgrYqIFD1yEdLgBnAzfk6LE1gfMYDjUNcloPhM9\nJczMPyCCkFUZgljXdVRJhhaatuvQeUrTNugk7Lr7/f6ekctcWBUB1nDxgwdk7Ih0beiaFEWBMQNJ\nmbPKc7quZbvZUEqJSo+cEWstdjQhiSlr13cM1nJydsbu+QtyL1mMk83n70UIwcl6za4+TCltrKMj\nIn84HO6xZLMso60PE3ArpQw+oOfnofZvdsHYpmlZlWucsPTCgZVk5YJ2GNhsdww+aCmqxxfkiUZo\nya5pUHnK5u6OxXo1BoeO65srhBCcnp4ymB7TD6EF7Byff/oZn/7yE77//e+TpQlaeZwecZ2u5/b6\nhs1gKfKK9OSUQibU9cDN9o5yuWDTbRhM2EwgZHG51Nxe3XB9dcV6uaLuLU8vLrl6/pLVasXdq1dj\n5ysI0CJwOfeVnGcP8brHax7XZbCkO06hn//dvGM1Lynm91R8XAQ6/3mPb34WqA9TupQK/paeoyhm\nHl2jJ8PJyckUDEJKryYwbX7SJoSbY3rfti1JevSX6LsOMxhsP0w+jU07oMV9+vQE0o2+g03bBBZl\nEkBSRrBRT5mKGic2K7wP718mRyJSWZakQk3eFt576rpmvV5PN1gEUCOgKqXk/Pyc7XbHbrdDCj3R\npNM0oWlbtmYgO11TVQu0TkZNh8OYASkZuSChHBucZXmyDmi88/Rm4Hx9hhoGdrsdSZKwXq8ncdT+\ncGAww5TlxCzCWov1TIGgGINMDC5RMRqDe8Q0FtWKduhJ8pzeQ+8BGQh2m5srisUCsag4W6/JipLa\nD/TOUh8OPHnrKTebO5blgkwnNM1hnFC2QCnJ7e0NzllylXB7fc3PfvYzfvrTn/Kt99/n8eUlZujx\nfsBrxaJa0OwP+Hagvt1wWlQsk5xhW5OWJad5hVYpJB50yrqoJt1KU7dI63n33XdZL1e8Ec+DTcHo\ngr5982bUu3SkaYIx/a9oOL6Ivg3Hsjn8Lg7E/tXjYUdjbsQ7P+Lv/kWyim8Uk/B+lFz7aMySwAzZ\nhftpWqyXY9CInIGYtj+8sSNZKgYFIcQ0Senm5ibIu2dpXRQuxRInmum2bYsUgmEEjoZ+mAJRVVVU\n1YK2bTk/Px87KQFIivVoPKw1yPH3sf6PnZf4893d3WTxP18owTfD8e67704YREwrJ0CK8PlWqxXO\nB3+Mee0bMZyyLNnstqxPT1CJHr+HIcdt206t3Xg+YrYS269xrioE8ljXhWE1MbjF8zl3Ko9OzrEr\n1DaOLFtjfUrTeZpBUA+SGsejb73L29/5kEfvv4NJFS5P8EkoD5Ii4267YblcUtc1Qz8yYLOUzeaW\ncA+EwLjdbvnd3/1dNpsNP/zhD3ny5Al1XQfb+b7HjvL8RVlhzRCmitctojcs84LL9SmZUNi2JxMK\njYTeIAbL/8fdm/xKluV5Xp8z3NmGZ/be8yE85sysqi5UKaWQKAQLEMtGalbQIIFY8AcggZBQb1gg\nFiAhWCAhFr0ANt2CDSxYgAqpJBbVEpDQlZVZQ2ZGxuAR7v4mG+94Bhbnnmv2PCMzo6huRcGVXP5G\ne2bXzvmd3/AdqiTDtUGYxo09mbIspl7MkydPJlxMUMTqJo5LlDH4uit+PWaS8Wu/qo/x9uPEIPH/\nG+6GtSM+YpoXi9G5yKFUAI8kSUqSaOo6NLyiUvM56lCNE5E0y0jSJIjH+GBEgg5j1rZtAUeajFmH\nDA5JUgWjm6ZrGMyAR2KcxxiHCSySEZGXYYzHDhaXOHQS/k6aZQze0R72fDjO6Nu+o7XjhCJNEcMI\n/NIJAkHXBGxATC1jSWCMmYhdMYCdUJodZVlNkOwsTdnvAxek6zqyWckyy/GDIdGKZrdFZQVSCpTO\nUFLQDx1t22OMI01SvPW8vnnDu1dPmC+X0A2kZc5hfyDTo4CwtTgBKkkozhZm7KgXRUGiJKvVmn5s\nvOJBJxovFX0X/EqKPKcfBuq2JclSyvmc290GnyiQiuVqFQSBS81gDLUxWAH5okIkGnfsOdY185Eh\na63l6uoqHARdCN7L+YKubpEIPv/0c15+8hnvvnjB06dP2W13QSyoqjju93gE1kFTN9w39/h24PLq\nKU9nS2zT0XQNN21PUZUob9m0I/N2ZGimWcrTJ9dcmRVeSx5ubieRYZyjKEsWqwvu7+7wQqBGU1/T\nO4g9ByHwzk5acwKFs4CQSKmDBqU/HX7npcX5ONSfoYLD9wM4MYKvzhv+58Hjm2YV32qQ0CqUDeGU\nGXCuQ6qgDSDOtC6l1BRFOYnWxpQs4gYitFunmnboUMJhFaNTlseOaay3Bjn6NnZ1gMjWbsCYHoPF\nCcdgIeAqFX4cCXo70tGdRAuFsZ797kA5W5AWBbrKafZ7BmMY+p7VYsmhb1kmCdY7siRh6AeUCK5R\nKtU4ccp6pAwiL/f39xNiMY4bIx4kTROsNbRtx/HYcLFcT1lUb3r6pkWmOfbYkImEpm6oLnyQaxOC\nru/ROiVJQ3mTSYkjaBLUbUdRVjxsvgItgt9mG9SoVZowCBc+5jQd8d5PKEshPLf3t+HzcUzbtwP5\nfE5Wlrgu6Fga51isVtxuN7SHAxfPrnGJYrFYkCcpGsGAAK2ZzTKchDcP93THLRfLNdG4ab1e89ln\nwe/JGMMsC/2p3d2Woij40Y9+xJs3b/id3/lt5vNA4kNClmdIJWn7Hmshm1cgPU135KMXH/DbH37M\n8eXntG1HWRYkDoS1ofw0Pck4TQqT+YFMS3oHqU7x9MiixA0mmPg0DU9fvMOhbaCRDMbhncQRDkIv\n1QitPheMGWHWPmSFYSwZuDNxc/+SB4cQCHHW4xhRwuF3HgvLnD4+aWCeAsVf0xHo+Wl0rtJ0fsVx\nTpQgWy6XYVGNtXwoH4LASNcNGOMYeosbTWHOewqxwx7r/AjvjuMq4FHZ4TmjqTtH14ZTCs9oaBPQ\njvH3vHNhAYxvYj4KnCDCwlBJgkoCojOWPTE1PxwOk7Q+hMVwcXExRf++H5BSTSOuCCtXSuGtY1ZW\nDF0Q4RUiQMaTRE9lRkx9jTFjnWwQSjJbzFmtVlys13gpaIaOxvR0Q085amF4E9iUMXuLTWRr7UmQ\nVylev3499SUA+qYNMmtjM1hqzaFr2Tc16cUcyozFs2vELKdPBAc7QK5RZc5x6NgeD2R5zmq9QgrB\nrCzx1rK5v+f68pJEKVKlp+Ba1zV/9Ed/RNu2fP/73yfPi+m+eQ8PDxt2uz15XrBahccEeO+9d3n2\n7FlYF0oGtbLjES/g5v6Oru+mki4C5M4h/bFkjKjaNE1ZLpeByTwMgfciZXAgl2HEFbOht69zncy3\n90H8++eK8ILHGponyIB7VLqcBxmlfnnk+uuubzWTiOjIKKwKoMY0F06sw1jDSSmZz+cT5TrO8t2o\npiSUwnYt1gYeBUX4ep6lFFnC0LUMXehTOONp257BdONNDw0ia+0ok3fSrZSjWEnnPN46nPDUxxrh\nCajAomCz2dCMfYnDbs/15RUeT1rkbO82rPKKtu+QOihAlWU5TWiSJJk2W7wvQgRF7N1ux3w+H59f\nOHWrak5Td1P/JE0SjvsDaZLhpeCw23GxWCIQWHcC0MTRcdcFvsPQ2hF52bBKc+aLJdvNa9KqpDeO\nbghy/J0dJgSnUuqRrV8c32qtub6+nsaeQakqA+uQKhjzZKni89vXJFWBXBTUGOrjliRNENazXiwZ\nBOy2D8xmM+azMvQQmpZUJNxvD1O/5PbN7dSL2u/3/OhHP8K5oLoVn1Pb9NPkSKB4/uzFJC5sjMH0\nLS9evOBqtUb0hq5u+fTTT/ng2Tschg1X2ZrrJ09oh46u78nHAySOgeMEKN7XIs1omyZ4Z6Qp777/\nHr/47FN2my06TTFdjxkGFHLqvb19nTftz6+IbI0HS9T3iOK48QobH6yFRD+WpzvHXpz6d8Fv99dd\n3y7icmRink8jojJnBI/EDaO1ZrEIfhJRJmwa69jAre+6HkYyVpblKKlJ85Q00UgcXVNPUwPcqZEX\nOvD9CZOBD7NspUAI/JgtDF2Hdw5nfFj8QDlmNGmaBgMYeXJJ2h8PlHmGyVKaPmQhVVUEBGbdPjrh\nY7A8n3vvdrvp9E7TlKapYRTemc1mtG1ozmpgVpYc2z4I29Yt6w/eZTcSzyKzNE6KhmEIGzNRJFnK\n/u6O1DrKWcnDQXG725A5WC3X7Hd7qqIMcnhj76Su6ylbiI/nnOP58+eTnJ0QAtxptGesZd8eOfYd\ni+Us2BUgcHZAqYw01dxtN+RpxmKUhTtutiRKQzuQFhlJllPvD6GX4+Dl559xc3NDOa949uwZ6/V6\ncvgKACZFnmdcXFwwm/UT5qQZ8SBPnzzhYr0mzzJ2+yN//uMfs331Fe89e46Qgt4M7A8H0iKfstxo\nUnQ+Uox2jF0dxqNVVTG0HdV8zmKUAWiONYMLyEvv/JTFxMeK1zkSM35+LlgTe1jxvksVAs55bytA\nAPx0sMLjvsT59U3aEt+yxuXJ/DR+HmujOL2I/Ihz1CCEFx2DBVPtFkRnkRLvRRBIlaGRJ1UIQnbs\ngWQ6HW9mgM32fT/NsoUUITg4PwKxetq2xQwGZy0gMH0fvC1HxqK1NsjWZxnDqADtUaRZylEIkizD\nWxt4H95RjClr3Lix/xB1JrQOWpjPnj1ju93ifYj6i8U8yNyhMMayWCw4PmzQSlPkOYORmK7DDYaf\n//znrEe/zgi6mk4TMYqwmIHNdktjH/jdjz9m021wh5bEiQA0Uoq2bkgS/cikOJY7Ie0OPJV6NPaJ\n6lo4FwBrQmC9p7OGn376Cc+FZZ1IyBO8DpDvq+UFs2qGaVpsG1CL2kKpNcZCf6gZRlvCzWbD4XDg\nzZs3vPPOOySzYirB2rblcDiQZRlPnz5HSkGSpKRpYF7e39/jRp3P5dWarCj48osv+Ad/+L/hmo5S\nebb7fZiGSUla5FjvHo1v432ceD5+DPRjL6k51igEJEGz48PVij/5kz8Ja3VsfkrxmJwVrzjWj8En\n/q1zxOwj4NXZXoqHXAhmcvKweRuA9Xag+E0lx7eeScBjyfH4IiKcF05lR8REnEO1w/cC5NkJsM7h\nR0m7vh9x61LgJBO2IuIP4t8yJow7tVdE5qiAsbFnJyVrZ0MGgQy2ccOYjmdZxmKxYLfb8eLFi0ev\nRycJnlEGf3zOXvIo8MVgeT6mjPoTsUEYO9jRg2PoLdvtNlDJq4o8z9keG+xg6NqWru2Yj8EhKnKd\nv2bnHXXTkGcp733wPvuvXqOThMXFBV89fIqwklk+Y2i7gIs481sFJlwKQN8PE719v99zdXUV/oZx\n6JH1GEuv17c39Bq81syu1qgipSpLvHUMfc+yrLDGoh0cDw2HQ8NQN9wfjqyvr/ni88+5vb0lTVM+\neP995vM5jTePPFW+853vsFgswKdTvySK4Xjvefr0GU+fXXF/2PHHf/zH/MMf/pDL2ZLL66ckPmie\nSitouo62CzJ83j4WAT6XFojwfD+e9MYEy0Qv4Lu/9T1+/tOfhYNkCI7q1vnQlozgvbMxZtzU8evn\nALW4Z2JPJK6dqIV5jhMSQmCNnZCXMRN6G5fh/V/zIBGeW5Cjy8rZePJr0iRDq4I8C4QnJUPp8PZM\neGrqJQKroHeGQRqEDDfOS4lHMlho+5Fqi8SlOakFPziGwWGdBJFinUBlY4oMICVN32HxWBFEUa1z\nJELih5a233NRLVEIEqnYtcdgRJxoBhxeSw5Dh8s0gxBBodo4fGfwyemNieCw8zQzpvOTrLtzgeXY\nd1gbmJCLVUmSC7I0oes7ju5AtVyg+gGxuefDy0sGCQdn6DAYBRgo0wxlLMb0JCF6kl2u+bJrEHlF\n9fQ5zd0DBwVVnuKbnmw8pYqqpOk6pIC6aUiLHO8FaZrRdS11s8f5JUIZMpeFEerojzKfzfj93/sB\ns4sFcnURTtIO1NFQZgmzfIaqa5Ixw+qaI8fjkfv7e0TT8STNeF4WLK6fsqtr+mPDF/cPJGMZUeQl\nz58+Z1bNkF6SZlUohaxn6EMJen01Y7W6wFvHT374D/nJj37ERV7y7tPn1IcDVZZzMV/Sb3aYvke4\n4Mtyd3NPUVU0XegJqCQ0Q5EKbMBGuMHQj3R6Q0+SJ7z34l1effkV1XzO/njEKYFUEgM4E8bLHo96\nq8Ec9od/FIiAiV18QiSfVOXPVcKklEhlcYNDK4HzA2YcxUvFFORCg/OkVfF117caJMILDTiGCF5K\nUslivhybdWLKIs61I86hy957lJbgCSmqUggJQniED2+EGUdnkeBlhgHhOEnSnzV2YmR1o6R5BCuF\nyGxo6hqdzKaFfDrp/ZQKRiSktZbOWtbrNZtXN+SoMTsSkzZDzCgCjuOXiWkAb968YbFcoEdqfOxw\nr9drhBBst1uUSoInhA0n3W635/nTZ3z56iXV1eWIzAz9E4VgcA6tE5JEczjsef7Oc374w/+DZ1cr\nXrx4wS92h+CDMQsenFIKusGjnQepsA68UCiZoLUf6fIF7777Hs5Z+t6AEeg0QWsFWoLzfPzBB7x8\n9YqyMjxZX6ITTaIT+n3D7d2Wynm2u+3ou2ooipyLrOR7v/NPcDzUlFVFbz3vX73Pk3feYbCG28OB\nu7s7iqLg4eGBh4cHlsslSTpMAK+Li4CvqKoKrSR/8Af/Mzc3N7z//vtkSk+anfVxy6KsADFZGkgp\nKZIMYUIvxCPIpMZ6QZGntCrwQ1IVqOsNgr5p2Ww2XF5ekqYpL1684M2bN0F+cL8PI86YCWhNFDY4\nLwXOT/3zrOKb4huMcWRZVK8SI3fnLw+y+paDRIROn0qBvKimoPC2gAicGj0xEkopYZwvC8SYBlvA\no4QMalLeIwExvilR3Oa8xJn6I+NhHk/u0JQb+xSEDZjIYEMXhWKKopjSwO12y/X19aTTqNIUa0Lq\nOHQ9iUrJk4TjaC4cy6eIoDwvqeLzu7q6Agj09RHRF2vWOG041g3H3R6hAwlrsJa+aUiERPkA5knT\njN702NEUWYjQ0AwkpTCC3e/3rOYL3vvgA7avX7O9u+dyuaRrGsSIYxicD05gJpDulIraGSlaS9qu\nJklSBGGc6EeAmek7irLko3ff4/Z+w6b+KvijFsV0Uu5G9auni1Wo/4XgsA8MzHj/tdJTWp9mKR98\n8AEfffTRhLCNQXazO7LZPpDnOa/fvKIsK25u3/Dzn/2U3faBJ0+ekGcZzf5AnuXsNhuezAqqqsI5\nST2E1D9NU8okQzuYZ2FyoqynqwMFXmdhApcqzWEkjJVlyaE5cHl5yXK55Pb2lsViQTMSCaU8vcdx\n7X5dY/G0V/7ysGopY6AJh2goS/4/xt2IjRat0umEjdTqmD5N3hJS4tww1VUxtVJKjSMlh5Zy9O+Q\nOB88PaUaR0XeBUcuE/AM1j1W0Z7mzm6M1Gew7H4wE5nJOUee5aPwTOgxxIxgv98DwXdis9kgZ2VA\nR+oUOZ9jZYM0p7933leJvZLYyM3zfCJNTRyKrp3uW5oG9e2mabi+XLNYLOk2G5zz6EzhvaA/Nlwu\nVog0ozY2iL44MINBJqdsJSI8nz17xnF7T28Nsywlq0qGtqYVjg5HNpvRNi15UWKdR6kEpRKEcQg8\nwxBwE7NZSV0fJ8e1rusCsK1pcbJDK81FmtJ1LZcXS5qmpYoan0mg8Jumww0DeZ6zmi3Y3D+Qz2ah\nXm/D1xeLBUhBMxLdIkw/iuG8mC9O1gmpHidEDVdXlyzm1ZSJ5nnBV19+yXLMGtqmxY/2gHEjF6OZ\nctDL0NN6yLOMozdTploUBV3TkiQhs4sZrx6tDELjMxwyYe2KiH2aDj5gylKBR2v9HO5+3q84n7bE\nK6yxk45skqTASTLBez+iOv8a9yQCYq8fPTLSUUgmJ02zaQ58nn5zFk3Px0Lah6zBu1ByKCnQIgEJ\n0ougT+BcyCSGAA5yMcOQj81eY9Bo2462H+h7g5ThtO6PDXVdhxMrlez3uxDQhJyMdG9vb/nwww+n\nLMEaS2c7FrMZ22OLkgLbD9P341grTgsiVyQ+t77v2e/3oS9BGLXGJlzEPBwOBzLjEAKKomRwlr7r\n8bs9Hz17ytE7fNehMmi7nlQpQt/8dJLleUbf9wF3Yi1ffPmSD955h8Ws5LNPfoHQoxFtlnJsOmZp\njk5S8GKE0WvyrGTbddzdPVBVBb0bUJGDYB2p1mgvqHd7sjJjXgWn7ywJWdRqdYEZAu4hSVPKqprg\n6r3pSSNnJzvdAynUVBLEe1JVAb7edYGtG6T/Svb7PVm25HK9QsAkD5BKxfd/7/cYuo5+c4tpO/pD\n4Agtl0vudptQigwd1o9lrvF4HMe+o/fhoOiblvp4ZFZWARMx6os8efJkGstGD1cpQ/l1yma/+b55\nXHJEGPZv+h05Ii3Fo6Zn9Kv9ays60/fdtBmKopgs7WJgiLJuk1CKfCzmGoOFIOgxKiFJVPjfW4fp\nh4mQFN2440KKCMvzrm80d4n/YjofBF3aSUMhlgfhNZze9AiT3u12FEURuu1F/ijyR/akGoVpzs2M\n42NHk56YUaRpoJdvt9tH5YbWmvV6HV7PWBbBKX01faBAH3d7vvjsc/I0Z1FWpFKPz+FUzll7Mo3J\nsgzjHK/evCGtCp6994JiMaP3Dplo8qqk6UIgC8FN45wfgWEpdd1ijENEK8PxvcI6EiTzoqQfWurm\nSJJqFosZOpHs9lvqrkVoiUoT9vWRQ3MkLU72iYzrJa6N2KOp63rKOOOGzPNs5P0c6Yd+xEwsyPJ0\ngvQnSQJjT8gYw/39PVqdnOyje5lINCLViDShMT0DHisFt7sHbm9vpx5TfA7xfQrs1FBCn4Bnpwld\nHGWeE7p+03U+wfim5UfAZZw0KSLo6m1ti6/93W/0F/4xXVKlZHlJNZ+hU4UXJxmvc5bbKRhopNDj\nDR7wWLJcM68yykIzq3JSLRHOYzrD0J90LeOmjtE9pnDnm905h1CKbhjozYADsiJHaIVQAm9MAPcM\nHmcE3dHQN6GZ1R0bMpWQq4Shbil0ClJy6Dpa77Fa0zlHbQzJJKDbTSVK7LXEjGaSkBvHinmWs7oI\nXXlvHUpIJILFbE6uMzKlsXWDNgOirVlnCUIYDs2W2bpEFJKHfsvB14iZwtPjGZDq1GhNklDydF3H\n6voal2UMaY6bzXnynd+ivHyCL+bYpMAkOTYrkeWcFqid4zj0oAXXT9cY2+KHFi0MSjrqww4IFPW8\nmiGzPFj2bfcctwdKkVH6hMR6pPG0h0NQyfZw2O8pioLVxQVd2yER7LY72lEoeFbkFHkauvappFyU\nGCzzWUVZ5JRFDs6iteTVq6847He0Q0PvelSmMNJy8fwSkwrKxYpBJmyc56g1tizxKmPoLfWh4emT\nZ6wvr1ms1hyHgV3T8udf/ILP3nyFyBKq5QIvwutURcHmeMQA88USkGCDHH439Dg8vTU4gnq58e6X\nNn/cA3Hada5Mdd6bi//Oe1nOBr4RPhhrR5Fp7z3OBpxM/PzX7tP/1zv8H8GllJ7Sw6gGHU/VKMIC\nJxDIufoUYy3nfbCtN0Pw6Yz9inizzoVpYtZyrvATsQMRELXdbidocRSQCTV1QjoKrBgbkYtm4lIs\nFwvsuMEiLsEj6MyAGbuhi4slWVmw2e2m34v6DOfjrhPh57G4y/vvvT+VWfHfzc0NDw8PpGnKrKqo\nj8cRGWkQwM3rN+y3W77z0YdUeU6eZdTH43RfpuA41bYKqRLKcsbl5TWv39zyxz/6MZ9+9jnXT5/w\n9Pkz0jJnvlpxqGuOfTcpiqMkxgYg2MXFkmwU0fXOTVRyYwzb7Q5nLW6cNkTQz2AGMp2wKCs0kiLN\nWM7maKXpu8B1WS6WzBcBpl6UJXd3d9Rtgx3hydvtlt1+T5KnHOrAv3AEvQypFPPFPDA7x9P0eDxO\nSuA60Qit2R8PeClI8pzt4YDKUkSe8s7HH3K725LNKrbNEZklLC5XJGnK/cMDu/1uYvFGVXGlNcvl\nBR6mHlPEVUS07zlQ6ry/EA/I2O+I4K3I+wn8oseZxXnmrZQeJ1jJL6Ev4SSyHIF2v+r6xj0JEayc\n/nfgC+/93xJCfAj8PWAF/J/Av+G9N0KIFPhvgH8SuAX+tq64cwsAACAASURBVPf+s697zNhsioIv\nIRU76SLGfkGs21Wq8N7hvCRoyXgcp1P47dP4NAu2j+bMMdWLNz0GkVhuCCEQY5SN6XIAFI01cZLg\nxiATH2c+n/Pw8ICUks1mw9XV1SMBEZuGLMVYy3I2ZxhNf+PrNsZMb2aU/z8fhUYI+zAMQZl77OLH\nUWt8DUVRoNMAfsIZqjynvt+yykv2+wc++/wlv/s3/ga16ad7dS6kmiYZfT8AoQl3eXkNSJSXdMNA\nmeXoPGP9ZEleFmw3G7I0oTkcOB53pNIjpacQeiqlYpDr+6Dt0Q8GjBtRrcGDtDMBoWn2B4qiINMJ\nxlqE87hhwAvJZrvFSjjsatohEPXmywU+S0CAcRZpNMYF+cF5UUyEvti0jNJ7cX1477m/v5+sAeg6\ndJby0fPn9E3LvAp+KZ0YuDns8ZnkYXtHuZxRPwxsd0EPtG878iyfgHrWWrIisJajJGCe51xeXvLq\n9Vchg3XjVMuempCxkf02OescQ3NemggRxKPjWg3recRLWDmt+RgIYmYt5KlxH/fGr7r+Mo3Lfxv4\nMbAYP/+Pgf/Ue//fCSH+S+DfAv6r8f977/33hBB/G/hPgH/16x4w9h9ije2cIy2y6QWfE5KUUjA6\ncgklSVRKqL/tJKh9nqadowMjDiEa4cSNDScJ/bgBJ9ircwzWkhUJRV6MGU8IME3T4JWAppnEYeKE\nIpK1AjFM4QQMJizaKs9I85yHzYZsfF7x9bnxtI0Tlbdn4t573rx5M0GOj8fjNP2JvRJrLWWSMBjD\n4bAnKWdoKWn3R8yu5p1nz/jik88D4KfMH3FGJrESF1TJ8yyjaVrS1FEWFVopzGDpneHHP/1zfuu7\n36WalXz84neoD3uuxRO+/OwX1A93HI4HuhpW5Wk64PxJjk8rFdSasixAmJXCC5BKsChmk/VKosPX\nldZ4LTl2DfPFgrQStEfHn/75n/H0nefUpme2mJOXJSrRJKmmN4bb4z3dSMhSSrLd77DWUeQZm/uH\nCaQU37PZbMbTp++SJEGaYLfbIVWAYm/2B1ym2G4OoDzCDbTeko/GRJKT05zWGp8ECHZc3zFb1kJy\nd3+LlIKg5z5qqPTDo7Q/NrG/bnoR10U8POTUrjmZSnvv8Uo/CobnpUrcFydY+K92IP9GQUII8S7w\nN4H/CPh3xi//C8C/Nn78XwP/ASFI/EvjxwD/PfBf/KrHPYf2lmVIAfFB9i3e8NjNDzReRT/0KCUo\nigyExw2h/3DuYxFLBWBK/eNNbEaNwhido1BqxOTHx9A6oZpX6DRDjo0siLj3U2p4PB4fQayTJGGz\nCQKsy+WSzW5DnuWgg4VhNasCx8O6aWwaI30c3cU38Fx1Kip3xfInMjGNMTx9+jT87NgYtd5RlhV+\n9KtQfc/LP/8Zy2rJP/NP/T6fvvyCqiomnMlisZgCpfZy1O0YyLKgtNS2PVmaIgSoLOW973xEMq/w\nWvMnn/4M2o7rq0tkmmDxXK/XDM1xUqxy7iQl30ddCy9o9kfSPEOM/I226xBekqQpxjnavhszBU1a\nZgyNwAqoZhX3+z2L5ZK8KHjz+oHXd7foNCEtchACnSSkZ9yFrusmeYHdbstyNufy8nKieMdGuTae\n/X7P3W5LVgZhXWst5WrJ7d0tVsJ6tWY4hqByf3tLVVU83N3Tdi3Sn0aW4d61FFk+9RXKLOcXv/iE\nw3GPHJXEsiQ9HQY81n44L4/Pew5vNyzPJ3Nx/fBWMIlr9mxfT9/7ddc3zST+M+DfA5bjg18CD/4k\nifMF8GL8+AXw+fjErRBiI4RYe+/v337QqH8YX3DXdaTJyQg3dq3jOLQbG5uIoI4cTieDMCcxjvNT\nOEbVGADO60E4Sa/FbCD2JWLnfIrco6Jz5GA455gVBYzPf7/fc3l5GXgETTOBZ57PXgRAlrNYZxl8\nYJcaY9CjilEsreKJHjd+tAyIzyOSzC4uLhiGYeJ2GGO4vb2dRHm11jgzgBAkWnPYH7iYL7G54XD/\nwLZpuFgu2Y5kLKXU9DyUUigfpjSRCh2p0UkS6PJ12zK7WJLkGdY71s+eYJuGw7HmnXees7+/oek6\nllVFfb89W4whyDrnMMMQGsBCBF0LfLAhKAt8kuKSILBjhaYVjtYO3L3ZsFyu6Iee3XZHPwSGZmsG\nGtOH15sHfUkhJUVZkKrTpphxhmZ1nnRkGwc2bTshXk0fWMBpmZPPSg7bDp1lbPYb0jxjlhe4LpgH\nKZ1webHmoW559uwZi/mC9lgHclgKm/owgb6iBkqZ5czmM25v31COQkqmHxBxs/rHFhLnGzr+Hw+y\nkP2Bc8Ojqcr0O5zG+ycymv+lxw2lzV8hkxBC/IvAa+/9/yWE+Oenvz8lhdPlz7736CH4FYPc80ZN\nrMGlkNMLjhsmzpeTRYFL9Mh/d3g7IIUC4R6NR2Ppcl6vR2ZiNHE5bwC93ezM8zByCydtyEjCSZDi\ntcb5QONOmeP2chqVAlPp0bYtznsWF0u6fWiO2d5SVSXCeWQdEJd1XRPt/iK8O5ZasWyJATBNU548\neRKYjOObvlwuqXd7vvrqK1aXlzRNQ14W9MOAFIIyL7D9QK5TNrf3yIs5ushQieInP/kJP/jBDyaM\nh9aa7tDRNN04fi3xPhKkWpAijDWRHNsGlSTs6gPPV2tMliITDeMoeLVa0W0D2KvvB9IkIx5YQgTQ\nnHGhh2KFx4ognH4cOgotQUlIFK0ziDzholyT6YzW9Dx9+pQPZjOavqeczTB6rK2dJc0ydJpgvMN1\nJ/AdMB0CxvRkZTFlZbG/o5RisH3QfsBx+/DAoWuotCJNQ9/BeUdXN1RpRtcNtMfA14kgrgB66ymy\nfIKBx55D13U8vbrme9/7Hvf3dzhjydKMrmnRMe3350pVJ2GbuNHPexPh+0zAwJgZnPbuY8XsR1nG\n4z3+ayLAN8sk/lngbwkh/iZQAHPgPweWQgg5ZhPvAl+OP/8F8B7wpRBCAQvv/cPXPfDPf/45CIEU\ngqfPHcvVEqk0QRPK41NNN/QUuUYQUvIsTZA4mvqIPQSvhYMdHiHUzm+K1npMeUPQiApGdV1PHpZx\nupFlGfk8G2naAS+gZIKSGjGEKYoA0BLXN2hZkmmPsR29aZlfVGyOm+BGLjybzQPPnzylsXuOQ0ei\nNUhLm3r6zjDXCSqVuK5mmaUMXU0v5Bi4zFhygXOGIITr+fTTT3l4eGC1Wk3aBmjFfHWB1ApvA19F\nOI85HAAwApy3zLKUzavPSJWlevKM3336nPb2hsXVJU55GtuSJgVFUbKvjxy7ULrUdc2sKhFeYhD0\nQ6DLu8GxKBc4LymqOfv7ewbjcQh++skvuEjLsQNvA7ktid6rjmM7IJOEZujpnEXmKSpNmF9fTplk\n5lzgo/Q9xg/kRYk8HpnNFjRNR1XNwEPbB3Fd1/c0x5bMjNOATExALlzg2EghkAI63+N1MKmW1pMm\nGjO09DPJfrtjVlaU85w0lUEztPXMipLjdofOEvwwYLqW+9sbdOd5crnGG0+a5hip2TcNqQyTqKHv\nWa1WeAGtHVhfXXF1dcXLz7/gsNlSzWZIH8sMh3MW52zQvHQenSisAKEVHj/JEoTyV+KSHOcDDFtq\njRvGbEKcyueIu4l7Ax+QtxEv8VcKEt77vwP8HQAhxD8H/Lve+39dCPH3gX8Z+PvAvwn8D+Ov/I/j\n5/9g/P7/+qse+8PvfjiBlWLUzLMMO7pMo06mO9Pkwhh2+y2pDs21qDoNoXx4W6MhRklrg0Rc/Ho4\n4fpHehVaawbXTwChPM/RKsU5T9t1yCTnYrnE5pqDGyZ3r8PhgICpMZpkKc0ugLjOJyyJOvmDDkqy\n2++5ykoyLejaFuMdOi+n0+O8USVlSM37vufy8vIRCOd8Xn4uwZ/o0d1bK/pjeO2z2YyXL1+yEJrr\nZ09p7cCbV69IipzFeoX1sN0+4LwnSTQqSciyoKQtRdAN7brAWYiloCTgAqT3SCWncsi4mhcvXjzy\nWfU+6G72EooqA2tQGpKiIJ+VyBGQFmX7G28YsOSzAiMEsswYlAjZgwwyff5wnO5FfA+klDS2o8jz\nMCExNpRfuz1tW5NlSRDTOQQVKe88zbGmurzAjYLC3lia4xGfZuQ6pW2a4FLv4O7ultdffkUqFZdP\nViyXy5A9js3ZJEnQ+Om9jKPJmGm+ePGCh7t7iixnONONSJP0UX8hbuxzSvn5aNQ7hwPESYpluuK0\nJEoanDcqpZKkWTo9bn1ofmUM+KvAsv994O8JIf5D4IfA3x2//neB/1YI8RfAHb9iskF8Yc6DC5Lo\nIR06waWl1oixK940DTgLPkwBnBkCm1OG+fPXzYL1KDsX0XgQoujDw8NUepw3NY0xeBWBTKP6jxsQ\nIkjnDy5IynmRovIEMW7iGICyEd8fx5SMfyu+QRBwGVkagFZJmnJsjnz1+g3r1YrLyzX75lS6xB5K\neO6hEx/5AOeNWSFE4DHAhBw0xqCLgqZuyNPQDHUumDIXRcF27O5fPn9GguT+9i40R0XBxWIRwGTe\n0RxqsqJAjWQh6wxZHsZpaZZMXXOJZ7Fc8pAXmLYmy3JKnXK/DUbCnQn8Cm8E+7pGViWvNne0zrJ6\nckWSJ2y7hqrIEN7iUKgiY388UlUVh76JQlf0CPKqoG06nD1B3OP4GEZnM+fp6oY8zZBC0DYN3jqq\nvKQoM9q6ocxzEp1QH44kUmEODakTaKVJ85xSBqdzKeHuYUtzOOK6AW8Mi6IMLvBOTmbQzrnJub09\n7KeyML5HSim8Unz88cf84uef8HB3H/hEjHwNc2IkA1gzBokzINSjqddbQUKelQ7xZ2Nf5O2vx0Bz\nXsJ83fWXChLe+z8E/nD8+BPg97/mZzrgX/kmj6fH+hXAGUOiNdaaX/q5CH0OadYphVJao7VEinTk\nW4TmU/zZOLWIQSb6ajZN8wjEFKcSRVHglB1n6t2jtG6eZWQ6Q+YpexeeT9M0JGUeMolx3LVYLNgf\nD3RDSNVjKSMYBUPGUyDNs3C6ZTnr62tSJTnUNYyI0ogtiM3Ium6m0yiqhsNJOPXVq1c457i8vJy6\n+dvtbvKlLMsSnQXQj9aaMsm4/eo1DlhcLJjN53gVSj/hHUpCnmZYN5Anit4ZjDN0nZ0CV4RE932P\ntIbGGPq+o9KaYrlgkVc8PIRglOf5VLtb5yjKgi9++meIVJNfLilSjW2DStbl5SWDMSRpSlGWJGkK\nytONeAfnAkEqL8cJzeCm7n2e59M9yXQy9rlC4S4dLKoK7x2H7Y4sTZFCsLm/RwsZiHt1E9S4dkcG\nIdjcP4Dz3NzfkGiNsC74hApFNVsG/oU4HWwxWAGPtDCjylRVVdTeM4wsYCEEOtETn2cUUZ8a7MMQ\nSuZopB37X1PGqNSjICEmMuRjp7X4PsXgEAPqN4GDf7u+G4PB6XAqJloHcxljpz6FMQaHnyjSiQqi\no94OWOdwxtB1A96pR5HxfMJhreU4NpdipC/Lckq7hBCTfL1SCuOGRzetLEu0TtBJQjMYhkOPLxKk\nFBPZSCnFfrcjy7OpdKqqKlCch4GyKHDWopOEvmkpiwKpFMdjjRee+WKOtxalg/N0LIPiiDYEB4UQ\nakKFRu5BxEhESf7VajWh6ILPR6CY931PP4qjpGlKXi451kfq7Y7eGi6eXAZhH6X57BefcL954KPv\nfoe8LFBSgLEUIzhovb4Yy7V2DGSSVKUIa0e1cIv3UFQl95sHijKAmoQKfqjVrALnuX39hsYbjIBD\nU/P83RfM5gvmVcUwGLAWbyyGDpVIUqVJlR61MR3W2bHpmExmTFVVTaVX24XAmihNVzcUWca+bfHW\nsttvcMbSdx1926EiA7kLvaCubmnrmqooyZIE3w0UWUGaKHovqdI8+H1IaMb1mabptMYCcUxMPbHZ\nbMb19TW3t7cwNmzX6zWvv3rF0PckMlr0qXEthuxPjw7txp8a62/DqIUQk7CutRbpT1MQeKwAF1zG\n/SO+xj+KxuU/tivVyVRyKBH7ByM9XCls4LE+mlocDgcSJYJOoFIIF/w5xXhiAo8CxW63o67rKeWL\nJw2EsWlEfcafh8dw1ThlIab+eYpD0Hc9FBmJ89zc3LBar6bHf/nVl6wu16HObRoW83kwGrYt6TiS\nkommms0wD1ucgK7voIc8q6ZMIQJzwonUTydSRHRGoloEBF1fXyNl8NzUWnN/F0qIvCxI0gQngtnO\n8XhEiIJFOcNqyZvXr7m5u+X5uy8oZ3Pe/+A9ZvOK5nAYXcw9CMdgDGWVs909BL0ICcb25MkC27dk\nWcbF8oL9m1corfnxn/1pYM9aw+CCxkc7jPaAxvBb3/ku/9Mf/C9cXl0RWtMC2/bs+tCYHYaBxSLQ\n5L0IdHRpPX3b03U9eVaQq4R+bErG+tsYw+FwoB9alAjyAcLDXgju7+4pqwJrB5QIICaJwAwD+6Zh\n5oNWaCYVs4sVinDQXC1XgGdoO2w3IJMcN5hQOo6YlziBiuvvfPQIYZq3Wq0YupbdZsMHH3zAz/7i\np4GMONLiXR9utzWxBAgaJ176R2s0XgLGsvcURAQnxzY4x/6c0MbT7/+GAAHfNlW8KqcoZ0Yl4SwN\nuhGJFnhrUEoG7r2UuGODNYa0KPBCcDgex5NEBL+NwZAkKUpqzNDz5uYVbXsM5q5nDa3zBhMwQbG1\n1iSklEmFMA25Thna0Hz0RpFkEqdAaYlxgiqtSGSOV4HgNfQDDo/OUgwe48LMvTMDaRbAUmmRcrAD\nlRV4raGqaAdP7zTSepTqTj6bo/S+88GBGx/cytbrC7y3NE1w84qN29lsBpwwI1mRT2XL0IdFWGQp\nRiW0wxasp0pKXlRzht7Q/PwLhtmC1dUlV7MKtczohcMCP/vpJ2RVyfN33kHpAuM91WJB27U0Q8ty\nXgRg2byCTUrbW4z1OC+QUiO9JUtSuqYlTTT90PO99z7gn/7+D5gv1yyzEl936HUevE3rQwCr+bCg\nBw9ISde2YC3KOxg6jtuGzaEPQUiIUOaNDUPft8xnc4QLJV9zrFmUcy7mc4o0RQBDF4yFu6Zl03lW\nRVD/GtqO7cMGrRTOWFYX82ApaAe0DsHbeIcWEsyAGfE1ErDOUiSaQztgrAEpqPuOfFZxu3kIDeEy\nR5mBy+dP+erlSzyOHoeTI4VAPt7AcrCoROI8JEIiR1Mf4Tx+sIGEFftuBNSD4LEuRZwaxes8w/h1\n17esTHWu+R+UkrROGMyp4RKs0E626ueYhtjhj0o/UgYE2373QJpmQX3ZdBMtO04WqnOdghEsFG9k\nrNHOR0ZT6hZh3mODaLfdMhMCVYZ0d3/YU82D2c1mv2O9XrPf7tjtdjx58mRSwI415SwvaOqWpmtR\nUlLmGVqFTREJQtFMRwgzCc6+//771HXN69ev8d5TVUHq7/Y2uGqv1+sJan04HKbgGEfAfd/jkgBM\nCGNgQVXOglhOU/PZp5+gspSr50/J5xVJnvHb3/mY+90W09akWc4nn33K4Xjg6TvPWS/XoaHXNKzy\nglsXBH5Wq9XUfE3TlOPhyGIWPDyRAk3KD37wAzpraIeBeVmhnKDd7FmtVuz2O3QesrF2MJOAzdD1\nNCNJbTAG8oqrqyu8glJnFFWFcRZNADDhPIlSzOezUVcEehs2z2xWsXl4wEmC43tTs9/tWC8upnU6\nqypMFEMerSeHof+lPlgsX+NpHYWDyrJku91OEgCRKi6l5NmzZ9zd3NDWzdQ/OOdtnPbKqZSO/Q0p\nZfCoPfu58zIiZs/xAIzZxduNynO/2q+7vuUgcTr1QpcelFZ0fYexNjT+hGAwhn7omevsawElIZ2S\noY5FjPBbgvT8WALEZk3s/kfCS0QaxmZcfDNisyeCbPA+UJeTBKHHcshamsORqlhOQSZJEuQQnlOW\nZdTjY0dBl+12GyYRAgZjAnBHdWiCUK7pB6zxWBV8SNumJ9EZZghamW3b8vr1a+7v77m4OC3kmBlV\nVTVNVM5fT+RpxIlOa3uMscyrBV030LWhv5AnKcvFgkN95O6rV/BGcnG5RiaK1XLBanVBbwwfPHnG\noT5QZAWJE9y9uaHfHxjyIqhXqYSry3VgfW42CH2qg+NIbuh6uhHYpJXieL+FUdfC7YJ/hhDB2sB4\nj1KaLM+Y5xVvdkfKtOC+fmD1zip4deDI8nxko1oG0xEIgeOJj4OREGWFxfaGY3sE6XFYOtMx08Fk\nR4jgGFYVJW3dIJVkuVxiraNru8ABKQqk1Ay2nwLEiQsRMAux3xUh9+GgUlPf6vr6mqurKw67IOPf\nt930GBGiD6BGwOC5hILWwQ0ukSdOxvneON/8sZEZ90t8jt+k3PhWqeJCOoR0WNcjpMMTfC36vseO\np773fvoYTtTuGCUjIjGOBePmiFZ0Md0+NwE6h1yf09DjFWvJiZzkHNYFZSs8HHd7hr5HyRA84uPX\nxxpEcLUqy5L7+/sJh3E8HqfH994jlKI3wSMkLwocjt4MlOWMspwhhELrlLKcoXVKmuZTIzPPc4qi\nCOKrZwI259nVer1mvV6PrufVNJo9HoMCdao03ljaug42fkqTKU2RJPiuJ/FwkebMpUbVHfuvbnj1\nFz/np//3jxi2e3LruSxmXBUz5knGk8WK3/roY9558owqD9oH8Z5HrEuszy8vL6f3yHUDYrBI47jI\nS1RnGLYHVGvwh5akd6zzisII/KFhmRRcVQsWWcF6ccEir5iVJUoK8iSh71ra4xEtBZmSpFKQSUEi\nBNI76t2WRECZJsyqgkQJnBlItMQOHcLD0HYc9nsSqUiUZrfZ4EcVqbZtSbNg+BMZzOc9rAjpj32A\n+H6fu66LcY1IKVmtVpOG6TnOI6KQ45qNLu7x78XvnYspneMrYn8kTsjiY0ao/7mQ01/r6YYxw5h+\nR0EMT9d30+ndNE0wuh0jajyRY1CI46Vguso4FhLs93uOx5o0TQA3mQzHlCtmDXHRFqMRbCwHYsQ9\nb0AJIRBZjlaKhATrHJnS7OoafTgwH9P5RGuUToJ8+sgKjdyIWDq0bYssS7SWKIKSlm17un6gbeUE\nI4/TjGGwDINB6xDT4yL46KOPMMZwd/cw0cSttcznczabDZvNhouLi0mpKc7v+75HBrvakb2og16n\nsTgfFKpd3+GbBtP36Hxglmh6PN3+wGc/+VOSkUg1GENeXZBnCSJNkC4sTjN22G9ubqjKclK88t5z\nd3eHlJJZWU2AuLZt2d/c46zlerVmGAaKJA0CM/cPXCxXHA5weNgw9H2AsnctvTP0bY1WAusE8/mM\nru+QwpM5D2bUC0Fye3OH6Xu+enhAJYpUJ1PzcrfZUI4M1aooaY5HDvsDXd1Q5gVt19J2LcMQxIyO\nh3bc8ArrT4rqsZQtyxJ5hk+JjOe4ueN6tINhNpuxXC7Z7/c0xk6Tq8gniqNKYAJqnVMW7BmKKgaV\niI04x1TEa2KJ+scamr/q+laDRKz7A7L71FyRUpGkaejGj9G16dqpi39eZ4exUz2hDftRsk4IQZpl\nWNtPf+tcui7yOoBHVOnzCAsnxSqlNX6wlLMEXeTUzlMfanQaZMmUUjxsgpz74modsge7mwg21gaR\n2GiSY50LLk448jRFzCoYLNQGMzicHUiSsS71Dmv81HCNUmmvXr2aTIVjVz1mEn3fc319zcuXL7m+\nvg6Nu5E0JqXEu2CckyQp3gust2Hm72zAFBg76mikSONQicD2PfM0ozMDynq8GOX565b+eGRrB7AW\n4WwQiB3p7HkexoVBvVxOJR7O0RxrcI5i9IDdD0PgxYyvZzab8fDwEPw1s4zGDOyPR1SW0DgT4Mre\nk40MVBV7WMbQbw6sFkucd9x/+RpTN+Q6QaqUwfS0x5BFdXXD5XrN5u6ejWtYrVbgPHYYKNMMPOwP\n+0AaS1N2uz1KBvVx5yzGnRC+X3755Uk0qe8mJm9cd845tAreqHZcqxcXF5OSttSnAHCOuhTitCbh\ntLG1CtOnGAjKspxK6uxMhu/rrq9jk37d9e1mEkOHlGoEggTZemc9bdthncfhEM7R1QfapiEVyaSn\nEJtGMbsYBkN9bMbmZ0inEq2AE5w11uWRUAWncWf8dw6HhpNEmFYKXZb01oSZdZJQzSqaruO4rwN5\naQQxJVoyn8/Y3NzgjAkq3dYiZFCqcni8hMEFnH5VFfgamsOR1XyB1ALT9WRKhoZaqkFYvDdT0IkQ\n3+PxiDEDr1+/4vnz5wgBdR0mOsYYrq6upuyiqio2m814HxQISFJNXbfI0YY17HMDo8uYUipgCUyP\nw6C8JNMS520QpxGCItMMdkBpgReSvutJtEQbzeWTJwz9QN80eOdIdEKiVXArF5KhD5Z+drznSkiy\nPCAktZCYfiBLUpRUGDPQNjUffPdj7vdbnPXMiiKUCdZgu46Hw0kOcG0lty9fMvQDTV2zXCzYPjyw\nmM9wbYvrAmxbqpR+31IkOWmS4kzIUpM05c3tDVmaMVtc0Hcdne0p8gop9bg+JH3ToEfg1qwqUUpz\nPB5ox4AcRY5jybd5eCBRiiIvuLi4wAwD777/Hq/evMHLEAzyNONw2GOtwwwGVZxEYyK0O67TCPcX\nAvq2RSHIigIQgQdig5izG8vc83L968aqb1/fak8C60ikRnqJ9ArhFAKFlAFYhXUo77F9hxoBQRHT\nHwNESL2D/kNZVmidkmU5eV4EV2tOY6A8z8+mIafU/bw2O8dkwIleLKTEBUXXYCHvPH7MEIbeIIVC\nCkV9OHDY7UkTzcViSXOsKfLgK9G0gUm5WF1Qty1eS6wSNHYgK0uyNOHQHbHeBC+bvsO0LV1bMwwB\nA5IkCcvRhDYuQK0V19dXLBZz5vPZKBsHbdtMQe/Vq1fc3NxwGElfQshgC2ANaaZxGAbToROF1BKh\nJTLVWOEhUXgNKlE4LM5bwFHkKbMyR7gOjUF5S9ccUBKk8AhjUM7THY+kSpFqjZIC7yxKCPIsDWK1\naYLDYX3ojfRNS992dE3L0Hb0TQtjxpmnCfV+z6KslZoyuwAAIABJREFUcE1HlaT4pkV0PdvXbxg2\nO+4/f4nZ7rn58hXN7kC926MQ1Icj3jlMb1iWc5blnPbQ4AfHvJrxve98j0QnvHz5ksPhwPryku/9\n9m/TmYH7uw1lueD5s3dJkpyu6zkcgrrYfDbDWUPXNqRJwtB3Ac0pJbPZjKqqKMuSzWYzjvkziiyn\na1u22y0vv/ySJ8+ekeYZvTXUbYsDpAo2E/P54i1252PxWi0lwgczKm+DP6jwAVZgfVBvs95NI/lz\nzYrfFCDg27b5kwovJEIrnANHQFrGXsC5tFx4MSd1nlhfCyE4HgOlOkvFOJ5ykx7D+RVruHOex/l4\n6Lyei78bhV6yNKUxhqIoqc2Ax2MGE8ZrUoUTcKS0d21LURZkWcbWbMiKgsSfgFmxMetdKLN6Y5gl\nBUlZ0LU1ZggU4nZ/ABnqbOsdh9126nrH4BXhu1rrIEU/llURIn57ezc1zKKr9n6/ZxY9LM70MyJe\nJF6TbL2UJFmCHI2Vp3Gch340zQGQWpCPkwE7GMwIHY66FzEIW2txY+19Du4JpWOPFzD7f5h791/b\nsuyu7zPnXM+993nec++tqlu3u2m7bfolyrHp9iukHRsLP4ITApYSIIIICUWJIpHwQ/JnBIkoyg+A\nSaKgBBRDSAjIAiIHY8Cm3X602+6q7uqqrsd9nXP2az3nIz/MNeZe51RVVxEcVS9pq06du89+rDXX\nmGN8v9/xHUerVDYqZ6OP5hhLz6HruV6vOTs/Zb/fs3v8lGL02P2earViicFtG46XK4zWfOThQ77y\nO78DwIsvvsj56SnXTy9RKnqMCp4glPILL7yQgOy33npr8q00hOBwbsR7i7UDd+6co7Xm8eOnSRY+\nZ6DqqqKuKvbThLEsy7l39x7PnjzmyZMn9H3P3bt307l+6aWX+Nqr32B9dc12Krmquo7radZ/8a1K\nBGG5nHNYZxNN6qdmsEgh/qtN8fpQg4TJctAGFfQEW85654O7ESBEJyH0pVwU0TlEmlJN/n5qUvWN\n9MPs/aa/F6s3CQjyWnMkeP57mLwv+oEiy2j6AZPHz5xpzdD3XD17RpZnjFju3r9LPg0dzidjmkVd\nM7qD6ceyilLlPMvQZcbgParMqVSNUwN5lsNiEU1rnMVOwioxuZFAEGeX9GlHEAS+73uOj0/TLvbk\nyZOUZooyc7VaJQ+E4+PjpNYUPEBAM60jlmDHIeIVJrYw11VJyIuUukrwjdRz4P79+7zyyiup1JlT\nsVVRJtMhY0zqsynrKLDrxwGdRaGYJ2aBZahYr9exl8N5XDtQm4KPXDwXA58uqIOhUFAsllSLyCC8\n/uo3yFV0hrp68pR2u+PZk6cJsAaSr4Rc8/1+P7loZdNmNaBU4MmTePMuFiWbaR7Hc889x+XlZTrP\nsib3bYderjAoXnz+hWhItFqBtYxdl+joJ0+epHP0wosPeeuNN/mNX/sS+90uMlhZngLz++388wxh\n7puKj3Z68ft+MBt+OT7cCV5B4Sb2JWrKFc4e2orjTuPwjhQE8hnTIbLqtp0G27iA94GiKNntdjh3\nGPkmAeKQlZBoIskqpGaUHVoymtTuayIarYmj443JGceWZVXjVZz9UZiczdU1xyfHHK1W9G1PMxnK\nNFeXcWZF23KyPCKMcYyd9R6nNCY3KKsZnKVHMdrotrzd79DGoKeAJcY5EhAkA7LWsp3s58uy5Ojo\niM1mm6hSAQS3220cQ7fbsVqtEqgmr3VoT9fp3DkbJ2IX2YFO3m22KYhqrXGoODl9tNhhZONjQxOQ\nVKRzoZAYD0smV1UVKssYug41AdEeGKylnfpVsjzHDgO+GxjYx2lkKnD37DwFqOAcZb3g+uo6itTq\nBVrF1vmhHwg+Dt0RsHuOUcluLedWMqeizGi7SGOPNo4iVHHCZMrMmqYBSGu0LIo4O9ZkdE20Jvjm\n668Tgufs7Iyrqyu6rku40X6/ZxgtZ2dnfP7zn+dXf+VXuL68oh/61Lh1w490JgCU/5cN1HtPoTN0\nUJGqN7H/A0IcYGUO4yXfj934cDEJk+HRuAA2BAbr6Icx3aBSAghdVNf1jYeUHnPDW8kGpFSR3WGO\n5M6jcZ4fLMfnent5PUnnrbWRLhstuTEpiwjOx8ARYOx7gvfstlvcEFWG5+fnqblMdB8ip7XW4UNs\nYNsPHVZD0ND1XQwc3kU3KHMQb8lNObc4k/JLBDrGxFEATdOmdHq5XCaKVHbw4+PjNLVbvCHkteeB\n1HuPszYOxlHRFq/I8wjmGhPZBO/Tv8tD+HgZ8Cw4EsSbURa8BGiAcZIxh8mpygVP23d0Q88wbSBG\nG+6cnVFP8znnrk3y6Pse71yczTl9Rq0Uq+USMzVTSbYkOgTxI5HXED1KZGM0WisWizrKqo2ehksd\nxH3zJsMsy1jUCwixw7ksy9gTUpQUeZF6cwQvk6BOIOlZkjHzrMwWMHnen3Q7qMsh35sQ7RgyE53f\nmLJyef7tv7t9fKhBIsvy2c4ScG5yv4YkTpEOutVqdUMEJc+RrksQ/vcg256Dk7IjSMOUiFNk55Bd\nZS6kkvo5BgkX+0emMsWNlvV6naTOIQT6rosI+NSS3k/6jJOTE66vr6OPw3od29jbhnLq57DBkxUF\nmEjpro6OGMYB6xxWwNnJH1IoUMEcZFeR5ibZ5VerFbvdNpUmT58+TbbuUk51XcfJyUlqppJW67nQ\nLGEoM8HN/N/ku8tDzqdgIyIckkY6GUkgQV+6WOX6SfkjN8l+Gj2Q5zllUbCeWsnLomR9eUVVlORl\nwXa/Y982lHWVQLqqKFjUNX3bcnp8zH67Zbte4ycc5uLighCi1+g4jvy+3/f7kqRdytHlcknXdayv\nYyYjHqPX19eEEDg7O0vXVcRzR0dH0Tdz31BmecRpfMCPlmVVRw+KaWObs21KKc7vnN/oUp63fUsp\nJOt6HsjfTQ8RfGwcS2toCubzjVOu0bc6PtQg4ayfKJ2RONpojC5FhSZPhriGIl/grEreE3IC5YYW\nANK6ER8sSltQIyibxuTB4aTKYpVdWOpRpRRZXdLa2CTkCeRTiVEYQ7AdfmhQbqTKDHlQLIoqagb6\nEeUVY+8ZR0U/Qt8HVvUxmcop85oqX2BCRqFL+mEgV4bMR/u0wVmaYHGLArvICcc1Yxl9HEoHR/ow\nrEgyHJEt1/URMOlGykiXKu0pywLwHB0tqeuS5bJmuawBzzj25LlBxTZcjFHs91vsCEW+QJGz3/V4\np3FW4b1CmxzrQiwRpyE+8b/R7ToA+6ahKEuatqUZeoLRbNuGTbPHElB5Ru8dzgVCUAxDbPfvuiHR\nivNDKcX9+/ep62V87brijSdv8db2MX3teeo3PNmu2QwdnXfxPaeguW0b0Jrz83Pu37tHmeWE0VHr\nnONqwSIrqHTGMi85rhZsn13R9g3VouToJE6V64aWvMxY1TV1UUaFbVHQjgPlckEz9gmDkEwtlW/j\ngFdQr5Zsmz2Di78LSgGaYbDU9RLn4rDlEBR5WbI6Oebo9IR6ucB6h8UnFm6e5QE3son5Q2sNAlgS\nu3+tczgfu3nnf/d+mcSHikn04xBT1jxSPQDBxhN+u1aaN87MGYl4UriRBRyGkYQ0b3QeLUWuvVhE\nqzihVudIu2g3nDvgFqMd0Fk+iboqiiJj1/fYxrM6OYqptM0ptebq6oqjxZK+77l37x5f+8ar7Ha7\nBNJV5WEmgpQLAN3Qszo+5urRk1hftj3VcpmUqECy3086hmFAJkfXdcVut427oY8tx5LWX15e0rYt\nT5484cGDB2gdHZWE3ei6jrbZcHH3gtXRkqEf8METfMD5w8KSoCyl4OnpMdfX15RlmTI+2SHLsuTN\nN99MzlkyHsF3Nk20Etm63AQyBevVV1+lLEuePXtGHEoscy0UbdckUxdhbZyzHJ+c4kuHnbITKW9e\nf/2bgOLhw4dcPbuMprv7fcq00rUvTKRkracdW/ouTm/TPmaSl0+fUVQlZycnFGUZO3+nkldYHOfc\nhPXElv/NZsOdO3fS+AZxUjs6imtG7P6Pjo54+dWvU+Q5i8WCBy++yOWzy6QElibFeU/Rt8IT5HPd\nVljKOpKfv611EsYY8rIkqOjCrDMT28C1wivIymiOKo95B6hMZpJ0Vxpe5riD0KjzgTeyeG/3f8xT\n7HlPhwQdSaMlK5kPFF4ulwTxVpsW/W63SyMDnXMRnLI2NWUJkyD+FvK5fQh0Q8/x8TGewGK5pO2j\nPH3+mcVZWz4rxBR/u90edohp2nlVVamMuLi4SAFCShY5P0dHRyxXNdaOtG0DKqAm0l1NjmBzalgW\n23a7TSm72NP3fZ9AtLqODlLPnj3j8ePHdO3B5k0C+Gq1ir0LRYlRmvXlFQ+ee557F3fBebqmi23R\nzlPkBXVRkmkT3bMmvKMsq1SCiRrXWsujR48wWoOCJ0+e3MCcTk5OODk5OeAiPjB2A3502Mk6Hxdr\nejtEB/Kx63GjpWtb/BQUpDyREmwYhmS0rFR0MRP389Vqlej7cRw5OjpKoPmdO3eiYdFux/HRUQqY\nc+WuvKaUmu91yH0xb/ST+25+D75f78aHGyTKAqfijIO8LsEoRh+BKxc8ykTbdesdWXHg/+cNWRII\n5toJyQxSz8UMsZ8Hmnn77by7Ti6ALGIxcanrGmctSiu6rr/BKsgiUfowVGc/+V1I444PgaZpZirR\nwzg/CSZS5mRlzr5ro0+CVmRFfiP7kfeY7xZwwGmKogBFYjaESdhsNtEVfOqMFawGoj9mnmvyXDOO\nHX3foHWgqnKUkrEC9Q2AUAKoBAKIhsCnp1HDcHV1hfc+UYrL5RLv47kSJuni4iJ9tq5p2G+30fB4\nvSa4KA9f1XWccTqO9E0b7e2t5d7FBc8//3y0hWv2PHnyhO12m3ZcCY77/Z4iL9L5EQxKArqsjyKr\nCFYRnEKFjLFzBKfwY2Rtxn6ga1u6fUPXtNHdalpvsubmvT+ySVVVlTajYRhSNqC1TmMA1+t1yrSO\nj4+p68WNICE6nzkmMW8vl/eU+0LWMpA2Bdk85nqKb+tMIi9iylUUBVkejWWDipJSk+f044gyBrTm\nerO5gQRL34dcdHG/HmZppqRYc+RXdgwB70Qf8W7AzzxaH6L4Qd6tJ6BxzrQEf8hWxFezKIobNev5\n+XmqMUWFJ0HDZBnt0OOB0/Mz+mHA5HkCDttptKDIc5VSiTlp2y6dA6UUywkAEzBT0HrJPrqu4+nT\np8kf0znHZrNh3+xYLGqqusTakeVywXK5SGWaLEyl4oDeRBNO3/Py8pKrqys20zUD0vfWWnP//n2a\npuGNN94ghJB8MC8uLshNdLQ+Xh1Rl1E4dbRcRbOhLOfexd0UOHKTsb665pvf/Ga8kWYT4aQDUj5b\nbJgaJ3YnT1molFt1XU9gY0fwgXEYCS7eUFVeEbxn6HpybeJgHq3xo6XdRV2JTG2TazRn2YRSn7MQ\n2+02YRl93/Ps2bP0OeHgJfEd3/EdjDPMTNa1rEfJeOUxDxgf5JAA9K2OD9fj0nvW086W5zn1YsE4\nGjwhUmHAYEdc8Ljg0SZPXXZa6zQQRepSuXmlg3Reh82ZjnfDOtJ0o+JmDz4cpNl935GVNXii6Ygx\nlHlBnmUMkyZDds18Waed2nsf5c9FROFFATlX0EW9Rxv9DrTGBc/J2Slt0HTrbex3cO7G7pFl2Y3x\nhN57lqto9Hp9fU1ZLFJ5JN9BfpYda7VaUdd1ElatjhZpuG6ssQe+9vWX0SqjLOu0+0rwOzo6Yhg6\nttstT548SdnbyclJololiL7yyis8ePCAtu1YrVZcXFykYKW15vLykmoqJfqmTaj/W+sNoHju7l2c\nc9RlifcZ2dTnIIyDmQHack5kIxjHkTDLIud0tIi8vPes6ij6ihlXAV4RXCAzGW3bUFUl+NgvEbM1\nRVBZKr8kIIcQ28ObprlR90sGI8zJ1dUVp6en9H0fxV7bTcRRQmxuG4eBu/fvs338JG0mt0uEeUCY\n/xzefSbWO473yyQ+1CBRuQyygrG3oOJAG+2haw6AVllHnt9neVpQQl8e6q1A0+ymE+RRKrpexZT2\noNSUSC0goQBrsrCk7lNKRz4ZIDM472nHATI95V4KrQPe92hy8uyYQmX4TDEGhx4sVaYodMmTt68o\n8hXPPfcc2hcMdSBYqIoFdrTUZWwoKsqMxo9YFJQ5V0PDWGTUC8N42VLqmmy6OY+OoruTCKd0KnE8\nQx/Lrro6xnubamRRT0rKL92osqA3mw273Y6+H7l37x6KnOuryJ6cnd6l61oWi2i8u9/vWS5rttvt\nlMq3U4ZWEsIwncdYWi2XSx4+/Civvvoq5+cXuKmBL4z2HdZq3nsGF2eSnp6e8vyLDzDG8LWvfY0s\nK1jvttMuHUHkgpjim9aDi0pbQ7TLC+NhHmdwjr7rKfOIkYzdgB5jhrkoS4K3LEyJpaffbWN/hVYs\n8mmYc98TvKHKjrCtIldxoyhUbPte9zuKquTq6RXVckFWxCzYTLNIpUQQsFE6bff7PUVZs22HyBL5\ng8t2sA5NnMdycnLC49df5+jOOVpFfET56LB16DOKLBXKAD5KyIlNkzaMaKOx1qGyKACbC7K+rYPE\nOI7kJtbHTd9FJyrbYcyhfpKa3lpLVdY3aigRv8yH7MqOKnW7oNvz3gw4nCTgRro2LzskFTPGYLIM\ni8WFST24WESVpIlOWt04cHx2Eh2xh4EhG6iqmqHruL664uLiImVMV9fXrFZ5ol+VChRllkqD5bKm\nLksqrajzwLBc4HsHmSYrcja7LWaSGcc6VKV0f579jGP8+eLiItnZS+orLlXe+xu9HXXt02DdLMum\nnoP43P1+l6avL5fLFKTknGdZxtFRHMT7+uuv4300Lv7Sl76UjHHyPKfvOrQ7WLxJEH/uuecA0hjD\nx48fJ6wmzw84kfPjlJbHDKBURUq1U0aooqO2XPNFXdNMuISYAd+7d4+u6wghpBJB5YcuyRusx3TI\n+ZXsQ8rlvus5PT2d5tNOxi8cdCbz8Q3zEjhMw6dH61KW5qzFoxj7gaPJDrE8XjEM/dS+n8fen8ks\nN2UPcUwucRMzZFP2+X7A5Lc1JiEXZ65Yk4siF10AIbEBgwOtNS8hpCdDamsR6iSsYKYxEGBP0sB5\nnT0HMOfMgfdxjod81mFK1VMKmGUUeZEAKu89BFJq3kyLUIRcUgdL2i8lU1VEmmu0I23XMgZPuVoy\nqkBnR4LRjD5y3t578um9BLiVTtd4c9lU/ghwONeWSAA8OTlJKawAfY8fxyYkcZ5+9OjR5LKtkvGu\nZCJlXiTHc28dV88uybTh7OSURVWjic8JLraCn5+eYa3l6OgI7+Nc1cVicaNnpK7rRItGiXR78AGZ\nQEm5TvL8tm0TayBDoGUNDeOQAjVwg2K/3X49X5/v5TMigXWcgNTcGPa7HdvNlq5pUeFgEDMHyJNC\ncjr/t0FOEXLNN6rj4+Npinz0NZljQvPAE/Ey+471/n5iqW/rICEnSboPUzo2i95SK8oOIYATHOhI\nuRhyY8tFFQRfXnN+MuS95hnGvK9AdmZxFBKKM89zVqtVmgsiytC6qnD+4CokgKL3nt1+z9XlZbr4\nMn1cnivvmWUZwUVLOWMyLIHBW0xVoMqcAU8fHCozGBONY2SGpNxAcxBxnGZCah1t0uRcLJfLBMZC\npAWvr68Tlfj222+nnXXe9blarbhz5w5A0gIcHR1RZFnsZwH6tmW/3aJCYLfZ4K2lLkv2U0/F5dOn\nvPHNb3J2dsbDhw9TA1rbtqzXa9brdZq6JlT3nDmI57tM7IioH588eRKzlCnoAqnxb7PZpEC62WyS\nAlTWnWwSsu4EgBTsa44nyO9vAKMhzl/NdcZysaAqyzgNzB6MmsXUOKl5OWxyt9em6FaUVinTixtM\nxL/i398sFUKYpPEc5uDeZvHUlGnMA9b7BQj4kMuNpmlQWfRqMCY24OS6wnt3YzeX/85BpzlbIbvj\nfHe5DU7Oo7UEm3kUn+8Sc2BrruwsioJhHOgGi5qAKvn95WbDnROJ+IH10+tDgILESMwDUVTmjTTN\nDpMpttsNd0/vMdgeO82p2PcdeVGzPDvh6nqD7UeOqhplA1UWR9AJPSZBT4LcarWM8zSnbE28LoWC\nG8cxzSQRMHOYhu9KABOtgZx/ofCci0Y2z549Iw8GO4wRW5myAY0i04bgPLtmy/379ymKIukUdrsd\nr732Whp+3Pc92+32Bhg7D+4xOzs4QMUdN+7+i6xOZcs8ve77Pg5PVoqiiCpQaY4TsFQCt2waQ28T\nXnNbvizlgHQfyxoLztGPI1mRo7yONgJ2xKuDZHpuvJwZjR3iLJI8j9dwuVzGaxIiEJ/raPZTlZFO\nXq1WbDdbrHMJr5A1GoOAx3s7zUmJw63fi/HQxmDMTWPdb3V8qJmEpLyCsN+MjCHdzMJgyN/IzTnP\nAORkzMuIg1fkofFLLvbBsOZmJJXMRVLQuc2d8PqirZeGpXIyRr26vuLVV18lyzLu37/PYrk4ULRd\nmzQKsjM+efIkgakxo9Fk06PverK8IBjFiMdrBZmBLM5IHe0Is5H2YkQji1teT7Ih4eFff/111us1\nm80miXvkxhfsoe97zs/PuXPnDtIsVdc1l5eXvPlmHB4vO3SWZWRaU+YFZV6gQhzO661NzXDl5FU5\ndD0aFc1mp2sQHahdytDKskwt1HPR0zgOqVMzTjNTKbDLKMdhOLhWz5ugsizDjiPeHXZP0R/IGuj7\nnsvLy3TzSyklDIlc+3mWIQFGozBK4W20APTeE5y/8fll7d22P4CbwrS5ILCaDIUBzs7ObmQywoId\n7ol37vdxHfv0nPRQ+h2B41sdH2omcXJyQtDRTDXPM3JToDwE71INmE5mIDEOcsLnNZlSKtWjc25+\nHkBkZ5BDgsE8kooEW7oC5bXMpKfItMEpTa5jKzeDIkz1Z6Zig9obb3yT7/r4JzAqo+k7QvBoDJeX\nzzi7OCdQotQJ4k2Y5zld32CMZrPdoKYL1w1xR9F5RlCeerWktXHMXxk0jbMc1YuktxAeXeacNs1u\nWnSa9fqKYYiBdhgiICYtzlmW8fxzz2OM4enTS7TWXF9dY0dLO3WSrtfXHB8fk5mMzWYzZUyO4AN9\nF2k5IwIprXjhhQfkec7Lr7yMQnF5+SwC1VmOyTJKc9hdxS0rWs2bmYfDfG5EPonZopbDumg6rHUM\nqjHQwjCM6W+iOjNHo+iGjpPjE9brNXVeoqZlIGWMtAIYfShrZK1JcDg9O52ATo/MedFT8C7zit0+\nOl8ZowlZFstPrdHTRpFNQW0Yh7ghZBmj8/gAbdehTXRfr6o4HUyasmRjgjjzw4+WEDzOB8ZxQKkS\npeJQoGA9WiuUik2Tstzn615xAPfn+MV7HR+ux2XwaB3nWHgC/TDgw0AInoJANn0RN9rY9upu1lFz\nubUoLZVSCfyRFBwOCrTb1I/cpEAKJPLaN7Ia+SzWYic9xaIqULnCuoFRBfLS0Iwdowu8/eQbPLj/\nkDunKza7LS5Yhn7H5dO3IkBZ5fR9keZxdJ1mHDx7HXX8i0mUdHFxQQuMvqdEUy1XNL0jMwWFg350\n0V9yBpLJTtg0XQIu79y5g5pGKZZlycW9u8Db2HFEB8Xm2XXcdXWZQNdhN6CsIvMZy3zJ7npLURQc\n18fkOme9W1Of1GRLk/QrV1cdWht2+w1N11HWkwK2zCnrKBza7jfIkJoo385SYDiYI4eEG3Rdh6Hn\n9OQEcGRkGG1QQaG8wrqOrvdpQxjGKFI60VV0DwMgRw2e0zriQYM69MvIZuG9x459ykJl7SilWK7i\naEDnIjNk3YjJNBMPCZCcv8cuZl5aEUsOoNs3OO/JihyTx0HF+7YhKDV5g1qsH8kDhMm1q6jKSZDX\nwtSqMNgesoBzI+BRuScwcHvGp9YZITiMOWRTCeDkAGomMoB3DuqW40MezhNrqbzIQSkqU9EPjjwv\n0RMFdIPC8YfUSQQyc/2/0FlwGN0nqZ1gEbcVg5JyzYEc7z1N06TnAikQmSJncJb90JNPi14PIyFT\nZLpgtYwmLk8fP2FZrDj92BmnmUEZzWa3Y7PZcP/+fUZ/6D2BOKJPgM55dBdzmUxpsjLy7wFQ0zDa\nftdwfHycUm3BIERn4pzjwYMHhBB4/Phx+j6vf+O1iEXo2HC2qGpwntG4xBKdnJzQNI6229P3HUWR\nUdclIXguLs7ZbK5pmh1lmeMn9kSZaI6znf7/4uKCp0+fppJG6FW5PsvlMrWGx8zxQEvPtQVVHgVe\n0XHrODELzrnJMfrmSDvnHMocJMmLxSL1tSwWixtrYi5PVyoa1Drn6PqecSov8sIkTEICiAR4obIh\nzuU8Ojpit9+j84zRWnQWzZG6vseOlnEYqMuS3GTRNyMQvTHHEa0PmJLgZvnU8FWWJc0u+qfGbDMQ\n/HuXC4K5yHf9IEzHu77Ov/Jf/B4e40RbbjabZL8OpIVurY2c8Qy1lS8qwJ/gFnO6Um568YKc118i\nw54/5pSrLEy5eYVWFFAsLozoGWCm1LguS1aLJeMw0DVNNBmZHKDefPPNRLmenJzcaPyRxh5hOuQz\nt22bUO3UjOYso7PkRUG9jK7dzscSZLvdcn19zeXlJfv9PlGaMhBIBhDLTNS2jT0HmdIoH2LLutIT\n4g4nJ8csFhVNs8cYxXPP3eP55+/j3Mh+v2WxqNhsrlEqsFzWZEVO07UoE3UcLnh0Fm9u6XwFksZC\n5N0A19fXKYOY3+BzWb2sCQnuTdPcCKRmMowNIRr8am1QKj5PMsvNZpO0GvO1IoK6pMlRcW5nawfG\n4MiqEq/jWpWNRaaXa63jYGLv6J2NYyC1Zt+1FNMcVjlu7OBE4xyjoqGys5a+7WJHdHYYx6engCPB\nVHA7+Rzvd9PPdUDz7/yvGiY+UJBQSr2qlPqSUuqLSql/Pv3uTCn1D5RSv6OU+vsqFtny/L+klPqq\nUurXlFIvvdfrFnmOMTcv0pwBkPR5Lqqac84YBywPAAAgAElEQVRSQsjOJItIakq5+efPldRr3pMh\nhzxP/v6gZjvImsXJSALJOI5cX17hrWVRVpEOGx25ioh/0zQ8fvw47aJVVSWLdel1kJ1bZMhJRhzC\nDBdROALdOKLzLA5LDp5dcxiHJ7vs+fl5Cm5Askmb26iLu1awjuViwaKuybTBe8s4doCfmr2iheC+\n2XJyGrtEr9eXcbJ4YfDBsu9aglaUixobPL0daSf8Q7K9edBbrVbps81FbXJtpfdFdmc4iJeEHhSv\nU2MMzgbsGIi9cBmZKXA2BhsBZ2VzEKxpnjXKhlDXNWbK+oDkr6m0Tqa+Qn9KoJM1lOUZ6IgjuRDD\nwTxTlHPhfXTIUj6QaU2uTfQrybIkjpJ1rpRK2hStdVo/7V6m0RmG0b4jYMzvkXju4iPSxpZhAmHl\nufOu0Hc7Pmgm4YEvhBC+J4Twuel3/xXwCyGE7wb+IfBfT2/6E8B3hBA+Afx54L97rxdtmoZhHHDW\npR10vsvICZY0WlJoCQxygecnaN7+LUNS5rSgAJvSCDW/iMABsb5VjqR6dxhoJ2FPUUa6L9OasR/Y\nb3e4MY4qjJ8nPn+9Xicm4/T0NL1/WZYcHx8nybT4QQprIgNnx3Fk3+zj5PXMUFYl6+2Gx0+egCIF\nmqZpuLq6SjSjALmSbktb+mKxiLMslI4Db5qGq2eX1GXFw4cvcnZ2wr7ZYab5Go8ev804DrRtwzD0\naK1wzib7NpNlaGO4Xq9ppzF4+czYJ4G/s2xM8IZ5uShBXDQSsjFIsBCcaQ44izFRRPGj7yho/DSW\nby5OEm8HCUzCoEjA6Pser8ATTYBG7wgKTJGTT27iwrAIC1LXNSqLg61dmCa5Z4Z+vOm2FfsxpmDX\nD/RtF30v+566KCnzgsxkiU2Bg1emrG3RuuRlnr5Dkc+whlv6h0PwYAIzp5+VvvGc9wMuP2iQUO/y\n3J8Bfm76+eem/5ff/3WAEMI/A06UUvff7UVHG23XheIUsEoWUoj5Y9oJZLecc9fC+UsWMr+x552S\nwm9LdiKZwQ1AJxxUnrLrwcGPMVFok7DKTQDTfrtj7AcWVVR5GqWnZiJ/Izt58803E3AoAU+MWmTX\nk5RS0vKjo6OEsCsVfTfQmgcPXow7wqRGXSwW6SFZgyxkCVRys0JM/e9f3OX+vXucHp9Q5QXjMPD2\no7d4dvmMxaKeuibj2L/pet4o6ebBdx7A5X1vL8Q5vbzb7ZKke97eLq95W/k6Ly1FoRp9PBu0zlgs\nVoCm6wa8hyyL1O/R0VESXsm1l8YzoTXn2JMPIaoasziM13kfHZ2mDEJKz/mczbwsQCtGZ1FGExRx\nUvyUec7LJ6Vit2r0u4yvoQA9TapPHcbTZxLlsEjAZeeXTQi4ERjmwWJ+L8w3PqXVjfX+fscHDRIB\n+PtKqX+hlPpz0+/uhxAeTYvnbeDe9PsHwOuzv31j+t07DpdbdAXkDq8GTOYZui4OUQnRV2H0jpAb\nKLIUCOZliSy6+UNOkoCesgjnPLOk+PMazzlHY2E/BroAo9b0eKyBQXsa7cmPlpBH/CBYx8JEFZzt\nB8qgWBDTeF3kWB0Vk20fTVi6pmH97BLlPLZrGdoGowNVXeCCpXf9jZtCZpgqpej6nj44huDxCp57\n/jnu3r3A9j1u25CNnnurE5Y6R3cjdYgSaVmk5+fnfOITn2C5XCZMZNPsefPxIzZdA3WBLzPaxpGZ\nCoKkoIGm2TO4kfrkCFOXdN4xYvCmJGSLA36TZdR5QakMtTpgLNKbYa1NOhHJFOR6QNwxC5NRFyXa\nBzIPVdCcZBXK3ZTbSwAPIaCGgcw59Dhi93tC11EpBUETvMLonDwr0SojeIVWGXYUkNPj/UBRKrI8\nEEIH9GSZQ+uRPPdYu6cPI4NyhCJjULDpRloHnY9myCI979sOFaDIokJW57GcLkxG7qFyisJHUF6G\n6cg6lengc4xNsteqqrh7924qdeK6jmtaBdLDKJ1+9i46iSs8RoN3I0VuMPqgFv4gWokPGiR+MITw\nfcBPAv+pUurfRMLYO493w0Xe9bl1VVGV5WF2YgiTZb0iNxm5yRK407ddOoESbdOLh5u6eEG9JU2T\nqCq6i9tgzzy1ndOkcNBNLJeLG74TIvuW8shPhiRZlpEbg7PRxHaOKouE+KBc7CmKMomzRBAkPgfy\nfcqyRBtN8AFtpoCmAmcXdxiDZ/COrCzYNHuU1hRTf8KdO+cJGPTecz3Jno+Pj2NdP+2k0uIsMzdi\nVieafpUysL7vadvuBtgn+IpzDjcTCsXntjfs1iBmZWKcMwcnu65LZjFzsBlIeowiy3GjTTeXtw47\nxIxrDsyKYlIMfuR1JFsdx5FsArXle4iY7J2pelwHzo9oo6iqIpZaYzetjzwJ2CRbEcBc6Of5RjTX\nK8jag0OPhbA/otWRLEwy0Oeff/5GeTT/nLLG5TNE6iRasMf5slOfrDr0fchm+q2ODxQkpkyBEMIT\n4OeBzwGPpIxQSj0HPJ6e/k3g4ezPXwTefLfX/cqXvsKv/bNf4zf+xa/z5M3HGKXJjKHM8+RMTYg6\n9zDLHIB0M0kadbvpZa7HnzMXckHmxxzEmXedyuJ23t0w1JULImVAruNciqHvUT6OW+tueUdeXV0B\nUTh0eXnJZrOhadrE6pRVmXaU4+PjdLMI87GoF7jJ0SkYzb7rWJweszg9Zm97rIZiUdONA23X8clP\nfpLj1TGrxZKzk9Moj15vWFQ1zW5/I6gCN1D/eB5JWgaloj4kuAh45iaLk721oS4PoxOVPnRhpgU2\npfqy6Pu+TwOfpYv1NgrfTuyFXBc3rYMiy7HjiJp+rsuK1WJ546ac05lzd3W5fqvVKn2/vu+TzZ5S\nahJ1RYFS33eTtNlPFvqGsiy4ur5ksag4OlqS5RrnDz4iUmZJtivff77mZEOSjUI+uwSveWks57Kq\nqhRYX3jhhdSnZK0ly7MbbIdc1/h+h4dSsVvYOY+ahmD13UDXdgz9TVzu9vG+QUIptVBKraafl8CP\nA78B/B3gz0xP+zPA355+/jvAfzQ9//uBaylLbh+feenTfPalT/PpP/Apjo9XccrzlAn0XYcdxkgX\nTS3ZsmvPMQjBJuTCzEuSOR4h2cFtau12ZK+qKvktKDXJuSep7XK5fIfTdlmWcf7iJILx1jG0HXVZ\n0u6bRLsKaChdlpvNBqVgO6X+snuKmnEOeCmlCAS00jgFwURX70EFVvfOUYsKs6xp7cBrb77ByfkZ\n33jtNR69/Ra5MWji5G07DAQXTVtkt91uo3/CarVCTfSeAIzr9Qa53521qBCiByWKYB3tfh87IKeO\nVjkvQr2enp6mm0QAP+dcYnEkKAubJOdddAFyvYoignoSKLyL3a9D1+OmHVxuvrk2QN5Lgo+AmPHG\njKCgdMdKQBeREsqjdUDrwDj21HXBZrPmzp0zvLfEMsVijE7vL1iTvI8cc4GYlEpCUcvnEfxkXi7L\n60q5No4jp6enKaAXRR5n5nIQC84zA6U0oDAmm2hhhfchMUNFmcdxlFXxLWPABxFT3Qf+NxW91zPg\nfwoh/AOl1K8A/4tS6j8GXgP+BEAI4f9USv2kUuplYA/82fd6YbEhC86hlaIsCgzRB6AuYso8DAOd\n7WK34yz1mmcH86alORNxmx+WHUOid0olZxdUUm/rBlaraEhaViWog8vUPIXVOo7AyyawclFWtN5y\nenzC4NbpM4gvguysmOkiKhV7IEzGyckJu03UPMi8B8mGjDGoXNN2HdWqoAuWcfQsqprlxSna5JRH\nS77r4oLN00uyoMjL2DPBZCCrpx1EzFfmCL94YWp9mNd5cnI81cNl+p0mBiyjNGcnpwyDZddELUSY\nlWvzngrxuZj33IQQ0sQr+fdhGMhUhnUuuliPlrqYyprJ8ckohdEahaKbGKK8KlJwm4PW3h8yJbnG\nct38dDNG0PiAAZSLmKpvNhsCCuscSkPXNeRFxtXVJUVRYjIJDoeSzRiTRHha62j6Mp23MAWJOZVf\nliV6yhh2U1mSlcWNNSvZl7Xxs26ur/jIRz7Cb//Wb1BJ891ksDNf0/Hvp2lPUyahcFNQOYCe8K1n\ni8IHCBIhhK8D79A6hBAugR97j7/5z97vdYGoqhyjI7G47OgAw9jH2ZmTjRchPterQzenHJJmycWX\nf5s/Zw4CzbGHeXkimYad/e0NLYb36GmY0HwH9N6jTNythq5nv9uRHy2wQ0zhpOV6Lii6urri4v4Z\nzlm6duD0/AwfJruz3T4toMvLS+7evct6veb8/JysyBm6njG4OGVbQ+dHjs5O6ZuOfd+xKEqKMk62\nMtqADhgUo5PvETherujGGFQFV5EAeyi13NSzsSaOr48j/kKIDlgaxdB2KHVgB5xz+NGmzGk/icJO\nTk7Ybrfpennv02Qs0YVIi/dgB8opmNd1TT51knaTMEqpuA7KsowO2FPGsFwuk2Hx7Xp7jvQL/uHD\nIdsQ7UKWZbhg8V5Rlnm6ztL4tl6vOTk+Y7vdo1Skh703qYNz3r0qrwkRh5HWgtVyxThGV3GTGayb\njI4FH1EH4PI2fSzamnv37vHKVyNDE2bvA4eZNN77CD5PZYeChEWgJpkn75xQ/u736Yd4qBBYLRYU\nWR4H7E73tTEmWdbP6y05btdg8tw5gHO7w1N+nte5czovUXA+UJgs3gSTmUwa2z5YsB4TQLkA1hFG\nR/AtwXbgB4ahwYTA0HdUuaE0GTpA3/UQItKe5Qt2TYN1gbwoGUbLbt+QFyUXF3dpmtj/sFyuuLq6\nZrlccXl1jVaGsqzph6i0d1qzn+jj5XLBYlGz3e8p65pyWUfn7RAYmo7a5Jwso219N/ZcPbuczGL8\n1L0YxxUGO0bremuxvaPMSsqsxoSMTBd4q8hMQZ4VsZ3dQJ0XZMQAn09zSfZtiyIG2vV6zWBHbIg2\ngJYA2uCBvh+wgyVThkUVKdx82iGdi/4Wtx3I5EYQtaz3sNvuMTrDu0DwYEyOJo7Y0wRU8BgF3o4E\nb8kmTw7nRoaxp+9byjKjMgWMHjUGSp2jHTB62t2Wo8WCq8unGKPxRN9Vj0/DjkU5Os8y5ZCMsGka\nmqYhM3Fj1Cp2j3rnomPX5BMhVLfFE4xG5RmtHSHLqFdHnN99DpWVZNWSolxgLTiv8F5P/1Uw9Y0E\nFXDBgvagLSibBjgFLD78a2IS/38eWuk43MQ5ujYKS4Q2k0UhpcGc8poj0FJzSqSdaygE7RXE9/bu\nMs86UrbhPX5C6o2JwqV8cvOO7c/j5LAU/RJyYwCHMWCMwg0R9NJhmotJiD0nITD0I/t9i3UWo2LH\nn1LRezDLc7abLaCmncmxWCzR2mBMbGiyo51ujMjdW+9RxlCUBdoYTu+c44LncnNNO46048BgR8ah\nBx/YXK8xWvPoyRPChDEMbRzOa/uRXGtWyyXeWlRQbK432N6hgmJZLWn3HcGDHSOFrI3BBU/XtNhh\nygghAZJmej0nICkBk2fozND2Pft9w3K5YlEvyKZNQuto4Qek1B2mxT4L+oLVZFmGVpqyrBBpdggw\nDiPHRyu0Js0szaZs0ejY99B1Lf3QAWHqnWnxo8MQS0g3WAyaKi/xoyM4x/HREeK6rY0mLw9NYrKW\npLSEg1JXMCel4pzUzES/CDuMjP0Q2bw8Z5g2vGEcKcpimksTmyE9AQ/kZcXx6RlBGdpuQClDlhc4\nF5jsbAhx5REIhODxwYGKWEv05bBTmWUJ4dt4YPB8wI3MghAaSzIEaXqStPS9FGJyEeaA5hw5lxQQ\nSHSrLLJ5OTI/BH+QzyHBR6inFLjsVOu5Kc2bpk1lWuO9Y7QDzlmsG+j6lrZtpjmNNk6a8tGkpWtb\nVqsV5+fnacDNiy++yKNHj5IiVfwr5LMA9N6x6RpMUbA8OcYbRVYXrE6PKRY12aTQrOsaHwL3Lu6y\nyiv04NCjRw+OCg29pWtaxmFkOakyFdC3HXaM7A3cDMByPuEm4zR3yZLhwUBSl4pDd9/3XF1d0UyY\nAhxGFoiYqJqER3PGYy4gui0cgnizXq2v6YdhGrqsYydl8ATFhMeUXFxcJKl8NAE6OJgLIC50tFDB\nc+ZM6HbZ3IDY1zN9TpmlIettTnXL+RCsTDAcWa+yHiVzEoYoyzLu3bsX7xN3MGKS+2P+PnOQ/rCu\nA6JIfbd76fbx4c7dyA8O2HJSm6ZJnLUwAcJO3ObP5SaWm3zOVMgNPP+9LGxRzd1+zXnmMadUIWY9\nsgjmvhSi7cDFlHHoOpr9nna3x/kRpWIkR0UX76Iw0bXIOtww4kZLNfk/VkWZFopM1rq8vOTOnTtJ\nsi5BQhaOcw5noqeBzRSn9y84ubjD0/U1z/Zb9kOHyjOKqoxW/8awvV4fbOsnHUpVlNh+QPlANXkW\n6BCVgBFMdpRVhVIH2m7+GeS8CiuUZRnL5TJpPubBXWjQ3W6XNDLzayoYjnMusQ9K6xvBQIK7MAly\nI8vr5HlOUZUcnRyD0YzOprJRlDyRMbCIh8XtNSTfq67ruKvneeqlmFOYEqzle4i3h3OOO3fupG5c\n+fxzynZOtc9VwQKCyr/JWpU1uFgsIqOUSi6fdDyy1mV93g4E4oMxp/K/1fHhdoHOejNESjzfLZqm\nSb+fU59zXEFOhoBBslPNNRK3dxmhvODmbAbgHcEjAVv60Bw2F7l476OZyKS4q/KC/WaLd7GFuSgz\n8jzO6FQ6prjb3Zqx7xn6HkPUIOSTnFsMWGQHlUPakrMsS87XMC2GIoMqRxUZzigWZ8fkqxqVG0xV\nYAkJaffOU5Ulyui0uzrvaNqWrIjagzhDOEyOS5qh6+mniWUy73J+zeY6gd1udyPoi8pSBEfStzGX\nGxtjKCcloQQYAW/lxlWQGruE4hZcIoQo5xfwULKQ0TlG5yIuYy06yzB5jpkyhsViEfEFf2B0RMw0\nZ8qEjl6v1zdEfPLe4qUpWa+oXEM4GD3LtZP1LudFvp8EHVmj8wbDObC+3+/Te9y7dy9tZrJG5sLC\nedY1X+uRFj2U5+/Hbny4wOUtClKChCw+uVHmqd1cjCKRWH6WyC+Rcd52O0eM55jEHI8QPb4sVJEQ\nzynVOUqeypdJGVrmebS6L0ua3T7iLEM3iWwsbdugNNR1RT8xIW3TJH2IGJlKR+tqtUo6AfGTnO9e\nMlDnutlBZuicpVgtUHnG3ReeZ9Rw3ewY3IidJM2ZNuw2W0Y8WV2SLypW56c4AyEz2MnrwCjF0HVo\nYFFVLKb+jXmzlegZ5p6joiWByOSU000339nm50+0DIkd8QfjWAnkcu3nQRpIu3xZlmnXleseQiAr\nctq+o+27qZ4P7NuGzXabgvx2u0vXWzYhYTTkvaUZb07hSoCbZ77yeW93FgtLIQpUyVAlsMm/hxBH\nSkpWJBmFZJDyO8k4Hjx4kPw45l4qcsyDnBwxEN+8B7+tg8RcdisXaq4+k8d8dN2czZDGsDkYKXy5\n7PZwmBc6pzbnAKg85rMRgBt1XiCkADTPeGTBjpPiMjohKewYhTZZFrOJxaJisYgCpvX6CjtEKzd5\nP6NNtKWf0symiVOzj46OUjOUzLoQTwqZsmXyjOvtBpUb9s0elWcoozm/cw5KYfIomjETeFfXNVbB\npm3ovaO1I95onDqUA8aY1BwF0bNh7vkpN7XgM9KaLjefZBrjRK9mWZZoTykR5gFjzmDMm66ktJif\ne6FsnXPJi0Suhbz+3IFdPo+sITGKCQGWy0XSrshnl9cQEFVq/nnWKnJrCR7CxM3L1nnJKyK9LMtS\ns9hut0sjGCQ7ku8xfz2hqueqX/le9+/dfwfAP7dCuB0EYvJ++P/5Zvee9+n/1xv89+KQXVm+oERI\nwSAkqqf+CGdQFNhREXyWHnDonjvsCg6tM4Y+kGcL7KjQqoSQY3QFIUdRpN8pCsZh1vM/C2CJMZkQ\nZrQCrbDe0Y8DnYPee9CaZVVRALrv6J5uMa1iQYUeAr4dUMGhvGPX7Hn67Cld38dGNjsyOotxAW19\nbGia2AydGXo7kC0qOjskXYCcl5O8xvgACnprGdqWZVZydHbG6fP3uOz2dMrT2oG+aamJN/hqucQO\nI7YfWGYFy6ykd5Zm6BlDpN50keMU7MaOxfkJ2bKCPIv9IkUOIboxoaJP4+gsesIAjs/PsN7HNuuu\np9s3mADH9ZJVlqGtRTkLwSEKRgH0AtAOPc4orrs9VoNTkFUlg3foIk/mwHMdyrx5rBsHirpCZYa8\nKtF5Rl5N39GN9Hg6D1ZntE4xqhJjSrKsmPploKwyilLTug6XQbEsQTuKQuPdQGY0uffk3qPHkRLI\nvYe+JxschQ3UGNrrDWPb4W30c9g00bnKGBOBXZORo6lXy6iCLEuY8DhlNE3fMXpHOw54oxiDJ68r\nTi/ucH73gtFPw6YVsSlSK3zoUdqiTSBKSuJ/52v7/fo24NsAk5in+9KdedtfUqKs1Hyyi6X0KhgI\nGcEbjC7JTIUiw9lD+7L8VyLrPOoul8vEGMDNehCmkxremYHc7hmR1mLZFZ21qaTwYpKiYk+KRPvI\nnMQ2dHlfkS2LDHe5XIIP0I2cLo94dvmMwY7Uy0UE5DTouqBxI3pVwbIiO17gh4Hn797jheefp/OO\nLnhCGfGL+ZTruq4BxXZKw+Nw3Xi+9/t92s236w27zRYmercuK4zWdG0LIXo8BheHJuOjb0KR50lN\nG0VRLXZ2jQX3SWyCtVEcFKJjU57FWRbzUlFGA8wl7xIYZLMQ3ENKEAG5IWIbx8fHZFl2g5GRTUZK\nCCkfrq6uCCHO/xz7ITIKPipXx364IfuflzxCvUvtLxufrDmlDudcmJV2t6fZx0zSTg5tRZZTFiVV\nUUYa10ee92i1oipLjo6P4zo1cSSlNgYfDpZ1sj6lF0eO26XIex0frhHulF5JiSEXbF7jzksJ5w51\n7RyMjMEhcuRa5aDAuyE6CeubhjPvdmLmRiZlHW+edmhhHNGZij0TwScfCbngiWoKE9PhA46Ds9Z2\ns+Hu6ogqL3DOY7SmzHLCGGtPlMIDZV1RdiWZz9MQXOccfhh4+vQpx6cn9E2LHizl0ZKj42N2bVQg\nLqsav95zenLMG4/ewpqcYdvw2R/+ER6e3eU3f+u3OD4/w3nH/mrD2WLJZr0hH3WyS9vvdpQmqgqt\nP0yrFjwEwA4jZRYX8tjFEq/bRxygrHLcODL6+B39VHqVZUluDM0uDknWQPCeZr9HBRLtKD0My+US\n7zxXm0u0NvjgY6NcUWDyEjeM7Ha7NBxaFv7oD25kQMpGhul3UsIdwNIBpWJJIQCwlLhN01KWOcao\n1F9ydHREM3bgPXYYqPKStu1QU9t50PE2mm8scwZE1qs0+2XmpmRdKNKiKHDeUk64w67Zk2lD1/do\nbWj2ewyKenXE40ePUNMYg5OTE45PTxPzYqb1My9XZM3OsbWbEu73Pj70MX9zs5g5Ry2LdL5g5+Yd\nME+b5rTVAciULy+9Frcfc9WmgE9zgE2wDCDtCLIwb8uzZdcQ23Q/ibL6tsWoaFOW64y6qqiL6DnZ\nD31iZWShzNWEAnaFEFhO5q1N15HX06xOFKEdWF32/Nh3fQ//+U/+SYrLho8vzxnffsb//Y/+MR/9\n6McoVjXFyRHbvuX8/l1+4sd/gu/8zu/k2eUlAOfn56m0k1GGkiGJIY4dRz7/uc/x6U99iqHv0Urx\nmU9/Gq0U3/+5z7O5XpNpQ5HlXD59lkb+PX38hC/8oX+L+3fvsble88M/+EM0uz3n5+e89NJLfPSj\nH+V7v/d7+cxnPsMLL7zAD//AD/Kxhx/how9e5Ls+/p186rs/yX/wx3+WZ48ec3Zywie/+7v5+Mc+\nxnd+/OMs6xqj4s0sJasAg9KwJoFcGAcBXgXHWK/XaWMSzcJtzUxRFNPw3p4qLydwugIfKPPixnqb\n6yXEq1QaqgTbmK97WWsQNys7DBHEto4yy8m0pi4Kcm0wqNj0GKIqGB+o64pqteT+C89jypygFcEo\nVH4AgyVLml/XdwsW73V8qJlElmUpBZSLJ9F2LkCZo+Nz3OHATvQob/HOM9o4FTwQ0CbOKYCDmGqO\nNstryPuWZcngIsAZLfRNVNXleeSWORjczKNwnhd4Gx2spW8mvkag2e2p6prF8VFMWYuMQVL6Mc7Z\nNHlGPtWeVXGYVanGETsh6KvlkqHtcTrQ9h0Pn3+B62+8hbbwJ3/q36dcLrEBfubf/iPcv7jD//hX\nfw5zZ0meL3DlhnXf8NP/zh/l7/2N/5XLr3+Tpu/403/qT/E3/ue/gVaKi9Mzgg9UizoxS8+ePcM5\nxxtvvMGP/fgf5pd/6Z+y3W75npde4itf+Qp90+Gt4+Xf/Sp2GKmKkuVyyenvP+HZs2ecnp7yse/7\nGP/kF/8fjo+PMUrz5d/8Lf7sn/mz/OX/9i/z9ttvc3p6yi//8i/zwgsvoLXm05/4JC9/9eXYWFcU\nZFnOH/7RH8OOI9v1hkdvvZ2o0K7r+MhHPsI2HOzuJMXebrfoQqcbVMyA440a026tdXLOlua9RZ7j\nHDgX7QM3mzUQkn5ERhmWRYXSkQ0q8jrNLp3bIc4dpuasyW1mp5Y+JcAoQ9e06AlrsTPWS6MO4rRp\nENKirBgXlhcfvsjLL3819mX4aV7I79V9+nv0Ov9aR9d1KdLKiRTV3jzaaWUS9QQH4MW6joDHZIpc\nZygF1jqsPeAGcLNxSyLrPNWDAy0rGUNQEhgCbjxgEvPXlFpY9xqlNeL7WBWGoR/YbbeUi5pgoplO\npjR5rsnyPCohl4to5Tfx/LKo5kh7ZgxHd055sl1jR8f2as1RXvIf/uTP8Iu/9E94+fVXoczQecZP\n/Ogf4Q/8wOf40uPX+MXf/ufce/A85WrBG4/f5N/76T/KP/z5v8sf+okf56/8lb9CnuV86pOf5JXf\n+So/8P3fzy/98j8lz3Neeukl/ubf/Jv8yI/8CJvNhq/89lfYXK/RWvEDn/88v/FrX+I3fv1LaK15\n9NZbfOaTn+I3f+s3efjwIU+fPOWnfvYNw+gAABFSSURBVPqn+Vt/62/xyldfjn4az57xJ/7Ez/IL\nv/AL/A9/7ef47Gc/i1KKz372szx8+DCxVRrN9/0b35s8J8qyxFnL+ekZLz54kdVyyZe//GXcaDk5\nOo6fKT+0Osv8jxACvYpZhVzjuTZA64PJbKJMswznxol+PYxwhDDNb40b2Wq1wlmZ91LRd2PanQXb\nEi2DrDfB25bLJa5rk8BKshgpD1aLRZzTMfQxo5g2pCLL8NoQrIVAHITUxXKt7TtOTk+4+9x9Hj16\nhHMx+/3WDeAf/PhQy425YCX1bBQZIx5VZNEmzqgIzJU5qnT4bMCZHqs7Bhpat2Wgw5kRn1lU6Rno\nGGhxZqQPe0I+YnVHsdKMqiXkI3nhQfUEOooygOpB9VgClkBWRAu3TFWEwVCoJeCJA1BgHHuiP7BH\nBUOhCgoKipBTWENpDRWaEgjDQKEV2WQsq/NDu3JhMrrtnuZqTXO5pmkHlM5RJkcZTV5mWDuw228I\no2dZ1SzLmq5tabZ7vvq7v8MvP/06P/un/jQ/8xM/Q+8d/+hf/hKf/dRnsF3Psl6gs4zL3YaXX/sG\nQ6E5efAcPni+/4d/AK8cX//G1+hdz7/8tV/lut3gc/h7v/B/8YUf/QLLZU3fNdSLiqOzE4LRfO21\nb9C5kedefIAucq6vrqmWC5yCJ+srnjVbXnnjNYpFxQ/+oR/mL/wX/yV/4S/+RU4vzvljP/vH+aN/\n7N/l6VuPeO2Vr/Prv/pFfvwLP8rv/tZv88pXfpcOy1WzZd3suLyOLt/X19f8gc9/H7/4xX/Oy2+9\nzrP9huc/+pDv+YPfGzti0eR5SVFU9P3IMFjG0aEHjRk1jJDrHAi0fUPbt1GabRQ6h6AdQY/Y0GCM\nYrVaEYJi6D2EHK0qnM2oq2OMLnEWlsujqX3AYjLPaBtQIybzVLXBZD6VP0LNyv9n2kxNgh6sww8j\nudKYwDSAJwrPgvMRpBwsru3x3UCmTBohaIPHqcCyjl3HLzz3PME6cmlQNGCnMZFOk1zNbpfU74dJ\nfBsM57k14TjT73iO/LuAQXMpafzSOuEWwoYIV604SIcFm5hnI5JBgLgxHzQS8/ePGc7BRajvB6x1\nFEUZqdlpR0ppozEEDWPw9JMzVX1yRPCOoirp7JAMVuRz7XY7qqMTtmzJ8gxjNJrpO4fAdrvh+F6c\n6r3bdbz95BG7seXZ117nv/9L/w3/yZ/78yxNQbfekQXDvm0oFznb7ZZ7d+/xPd/5+/niP/4lzu6c\n8bU3X+ON118nr8pY7pQFNvgE1F1fXvFDP/RD/PW/+tcoy5LzszP+4Oc+z+XlJf/H//53KcuCy2eX\n2CEyMF/84hf5qZ/6KZbLFT//d/9Omk3y5S9/mV//9V/He89XvvIVPv7xj5MZw7279/jExQVf+tKX\nYkPa0POFL3yBsqj4f9s7txjJrqsMf+tcq+rUpS+enqs9E2ccJQ+IQCwSESQiJMDYSpQXK3mIkiAh\nAi8gHoIj8pDX8ARBCPKSKBKIBBQJYgnhxNjIsgRjEnwZR47ticfTTDOZmY57+lKXc9887L1Pnapx\nGh7SXRXp/FKrT+2u7rO69jnrrL32v/714IMP0o96bG/fhlIRRRHPPvssjzz8MJdfulzlf5555pmq\nMZH9HOt5Lb29HiCe4HhCkitaLb1DoIz8gFV4LvOCdiekiKd9QOtkPxt92uvO8iRsTY3liIxGoyqC\nsDtDtjmxzVVYzUpLArORRJqm5IY1bPMVYRgagaLp4kEpVamf5yZqmEwmnD17ls3NTfN+KyisG3I7\njoPKdZ7MLsFsLs5GxT/xPp1naR0XRER9+KO/CUyz0SKCuC5ZnlU3sg3VAIoiqcJw+yEURQGiZnIF\n08SmazT9ZObngUkE1dekdsLHuXZSdballjjzyUpdwp2mifmZ7gepSq/6sG1CKooiChSJKpjkKa1e\nl7XTG5Segx8EHEzSGdk0uxV54uw5Wp0OQSugHbVpd1tmF8ghmWT011dwfZ+gEGQYc7q7gpvlXH/l\ndW7dusn97/t5Hn7ow3zvuX/nIHLY2rmNEwZMxmOcJOeBE2d44Nx5Nrc2ub65ye2tHxEFLXzHwXe9\nqofHzo/f4vd+9zN87Stf1UlTEcaTKd06y3OdJ8ky1gZ9tnfe4p6NE9zZ26UdRUziGGVIQDdu3GAw\nGMyob51YXWf/4ADXcapqT9/3GaYp/agLSjE6GKKKknvW18nKAtf3GO4fELXauqzdfM55Nq2jqWfw\ni0IRBB6lKAqVaf0VRyE4tII2SRrjOOB6Do6AkpLsIK6Yt5b1WecTTP92MeOY7LViiVB6iRjdlXjv\n9XrVzoaIzJDRRITt/d3q2DZqFhHSNK4clyUZ2l2LTBXs7Oxw8eJFnnrqKX545Qp+EIBKjSCuLhGQ\nQlXtHuznZJOZo/0MZdunzd+ri3QSj3zk16skYsUhN69tcqqejMryEWk6jQZUWVIYR1HX2lGqJE1S\nPM9HKb2F6fkmu+tMn/p2UuvMtHGuI4/xcMTJ06dmchBxNp7Z67bboK4TVL0i6kU8BUprKOQpXtTm\nxNnTiO+SoyjFr/gbVmcxTVM6q2tEUYcTpzZwfZduP8INfBzR0YNytCzc5n99n3P3X6CYJOzt73K6\nu8JwNGLfLylDj9WgTWfQp92L2N7ZQUQIleBmJcUkIWj55ElGMY5J9oeQ6kKz0jTcXR2s8OPb26ST\nmJXBgCTNKM1T3SYNbU3C/v4u3UFfh8llgR+GXHn1Ne57x4WKWTjDJylLHDBiKbp2xLIoO/0BaZwQ\n+n7FsxClqzjTNKUVhnjiUGQ5aRxXEnl37tyh0+lUf6fX66FKQamCgoIki2l12xRlwdXXr3LxnQ8A\nSgvcOgKiUKqg47dnHih2jur6lfaBYl/b5sv1egylFEKL4XBYMSItwxKoIgz7ediHW0LJtatXufiu\nd1WNhfT2bDLDxbA3eJqleO0W165d48yZM2xvb/PkE0/ghSEuupAwzzKt5lUoXOOM6zR3pdShTmLh\nVaDzMnJSqupL5YUWMnFc8iSFssB3BVVklHlKWWSIKiptSft7nuhiKVd0uO46+rvnuFO9iGLaF8Lm\nRGyFpZYJ26sy3naSfS8k8EN8LzQCJ5ClxcyTYUZCPtWe3Hc9XISbN25Q5AWDXp/A8wh9nzxNcUUY\n7u+jioIsTqrmLaV5WiajMfEkJmyFlHnBaP+AN56/zMa9Z1g9c5J0rcNeW2ifP4l/eo1JyyHtBOzH\nY97a3aXX69Fpt/HbLbxeh/CeFTon1ylbHt2NNZTvkotCfK/qe7K1tUWe50RRxN7eHr7rUWY5B7t7\njA+GBK7H6mCFIs2qkN863zRN2XzjTS3WLOAFPn4YELZbBK2QoKV3QVzPIyt0oVW/32dldRXH00sf\n1/eJel1a7TZ+K8B1HVxvWhAWRRHr6+vGWWUEgYfrCq6rcz+TyYhS5boS1wHHFbIsJc9TNt+8RmEU\n0QLXo2Wa4yTjeEaN3S4B6pqVdZq4TTbaJYPlb8C0ItT2UQmCgE6nUxGv7FKzTvKzN+6Ptm7M8Cvs\nzt98gaNdThyMhnS6EVmRc/L0KcJolu/iOM6MhH09MPj/BAkLdRL1Ipr5vWnLM7CFT0pp8ZYiz6rv\nqsgRlOYmiC5nLg2hR4/pENo3wiSuY2Tp5W65OxvNDIdDHbmgb3ibrdby7DlpmjOZxICDFYyxfPuq\n7ZxxQq7r0Wm1EGAyGpMlKePhiN23dirxXFccup2I9dU1KJUuoTbNfibGOdhOW77vE/haCHYymbA/\nGqECj/76KrgOo+GQbthmPeoT7+iKxbxW3JaVBeMiI/cdxmVGMOiSUrJ2aoOw22GUTKqahZWVlSo0\n7vV6xPGEMAgIfJ9Bvw9KaZJUjVdgQ1g7r1YoBVeT0ZIsJckyTWVPU9NR2yMvS+JUq3w7joMSoUQR\npylxkhAnCQpdHm1Lz4fDYeXU01Q7Ckvt9jyHINBdtZUqKUsbFaBlW5SucBWz1V3mOcl4wtrKCjDN\nldW1HurFhNVuluNU9TRWmcrmI2xLAZhu69vlsd3iryuq1ZcsjqlMDYKgYgPXl1G2/YG+xpyKfbt3\ncEDU73HmvnspVVk9COfDgzpbeelp2UWRE8eTKtlUr3NX5slsn/Cu66KANNGKSFbQ096gnqc7LlEj\nWolpb6aFU21CU28f+YGH40BZFpRlgUKHkHbtDFPnVa8nmaffighxmpAaUpT19qrUtRf2933PQxC2\nrl/X0UqvyySOSczNMRqP6UQdVnpaTn94cMDYXAwHwyHD0RClFK1QC/MoYOfODnGW0A/btIMQX1zC\n0qHvBvS8UMveex7j0UhHOJ6nRVdQlapV1OuB69IbDPCCAERmKiu7UUQaJ7RCLesOVI7UJmota9ZW\nOWqat5FbNfRqpUyTXNeIxKqCJEtIsgQlunOW7qGpqmjPMSrprmOaHyuqm8Y+gXUCEeI4AaTqcqXM\nNqEIFGbJ4fs+ruhO9nY5myb6Jm2321W1pw3HrUPQuYEOnU5EEISEYcvUiJQkSUyv15tJBFp2o+0U\nZpcqNtKykYDruoZ1q0izjJatqDWJeLt1a/MG9tprtVpV75Qk0aX3iDBOJuRFwcbGBuI4iOjEfVnq\n/ik6YJ+SqOw1/n9FEwvNSSzkxA0aNHhbLF3iskGDBj8bWOhyo0GDBsuPxkk0aNDgUCzESYjIQyLy\nqoi8LiKPLciGr4jILRG5XBtbFZHviMhrIvJtERnUfvYXInJFRF4UkbuaFf2UbTsnIk+LyCsi8rKI\n/MGS2ReKyHMi8oKx7wtm/IKIXDL2fV1EPDMeiMg3jH3/ISL3HaV95pyOiDwvIo8vm23mvNdE5CXz\nGf6nGVuK+b0LdRGV4/hCO6YfAucBH3gRePcC7PgVdGeyy7WxPwX+2Bw/BnzRHP8W8M/m+P3ApSO2\n7RTwXnPcBV4D3r0s9pnzdMx3F7hkzvv3wKNm/K+Bz5jj3wf+yhx/DPjGMdj3R8DfAo+b10tjmznX\nVWB1bmxp5nfGruM8mfknPwD8S+3154DHjtsOc+7zc07iVeCkOT4F/MAcfxn4WO19P7DvOyY7/wnd\nUnHp7AM6wPfQneZvA878PANPAO83xy6wfcQ2nQOeBD5UcxLby2BbzcY3gfW5saWbX6XUQpYbZ4Hr\ntddbZmwZsKFMB3Sl1E1gw4zP2/w/HJPNInIBHfFcQl8YS2GfCedfAG6ib8g30B3kbUlhfV4r+5Ru\nF7UrImtHaN6fAZ/FMPVFZB24syS2WSjg2yLyXRH5HTO2NPNbxyKqQN9uL3bZ92EXYrOIdIFvAn+o\nlBoewi05dvvMDfcLItIH/hF4zyE2zNs329b6pwgReQS4pZR6UUQ+VDvfvA3HbtscflkpdVNETgDf\nEZHXDjnvQu+ZRUQSW0A9OXQOuLEAO94Ot0TkJICInEKHz6Btvrf2viO32STWvgn8jVLqW8tmn4VS\nah94Bh3Cr4iIvabqNlT2ia557iul7hyRSR8EPiIiV4GvA78G/DkwWALbKphIAaXUNno5+Uss4fzC\nYpzEd4GLInJeRALg48DjC7AD7n7CPA582hx/GvhWbfyTACLyAXRYfeuIbfsq8IpS6kvLZp+I3GMz\n7yLSRudLXgH+DXjUvO1Tc/Z9yhw/Cjx9VLYppf5EKXWfUup+9LX1tFLqE8tgm4WIdEyUiIhEwG8A\nL7Mk83sXjiv5MZegeQidsb8CfG5BNvwd2hsnwH8Dvw2sAv9qbHsSWKm9/y/RuzIvAb94xLZ9ECjQ\nOz8vAM+bz2xtSez7OWPTi8Bl4PNm/B3Ac8Dr6N0E34yHwD+Y+b4EXDimOf5VponLpbHN2GLn9mV7\nDyzL/M5/NbTsBg0aHIqGcdmgQYND0TiJBg0aHIrGSTRo0OBQNE6iQYMGh6JxEg0aNDgUjZNo0KDB\noWicRIMGDQ5F4yQaNGhwKP4X0GLC0LwkotIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x118d00b50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x10bfec450>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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gjHXhkPd5AGnJspDi437XpUQJhZxkJSyiEIhaEPZnpHAI74oX9WeBks3n82hb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\nrfH0e9ahIXcun67M/D9bJ5FFIP73TTwcMu/EtevZbeOtGgl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HbgiuM71oZR9k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8NAKiwo50U85ZgDwSasSdQAlAVCoBcEiUv1ej3mqt1uq9vthqJbWVlRs9nUzs6OLi8vtbW1pYOD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\n0bqUKYmMMspoXcqUREYZZbQu/RfvEm5LYD82yAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11af65d90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(output_pic,cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x11af97110>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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0trY2F/9jgJh/D5WkWZjpZK80O2A5l8up3W4HQwnhXSgU5momkDeXae4vzSPc\nuLmyPw9fsSiMjtt5hVyLEMhFRunSOQmP0Tyr4crt1zvMi3kKh4GOQPgbb+uHl8Ds+14QuAGH4TzD\nNxRJCmlQlNHjZk95LhqLIwvnQVxxqRxEuUEPviUcBXKoCnRGIfB47NkgS+FhG14UHgEFoIAKz07f\nONsik8mEXZ8oO/fi2na7HdKZTkhjeBm7z/d4PNbx8bGWls5ecUCNC8Yyk8loY2NDL7/8ctivsbe3\np2q1GrgjP1OENee5GElQBHLjqUrmyTMZZDvijJDLdBx6+LrTh1h+478XfUZbFI7EzzkPYTwrjFnU\nLtVIINSujHGoIc3vq3fBc3KT+3lzxCEpkG/uBWOuw3+LcmIciJ3duKVpqkqlom63OwdV8cbOMcTk\nrI+NviLQhEded+F9gCtwYXIWnnv6GJhvfo9RQ6Ec9RCrcyoTIQNFU61WS9lsNhQe0Q/Qmldl+rg2\nNzeDscYZ8Fv6wfi9CA4epNvtzoUFSZLoxo0bc+dgtFqtID8xZ0RNBM+AbPbX70kK95tMJqrVaiqV\nSiF1ywY5UA0ErRs/1tYV8CIk4ajDjYDLvMvPonv9tBmQRe3SjYQLvzRTWi+FlmZIAeWJMwVcwx8v\n63bF4/ASoC07FnlOXODD77zQCI8jzRalWCzOnbbEngJJc4jCY0/mwJ/ris2/XWDgWwg5HFFMJpOQ\nnkTZmDfuB4cizU5n8nkHYjMng8FAtVotKAAndvN7h+5O+pbL5fA80BYobHV1NXhoEJJXpPo6ethD\nBoX5JEwE/jMur4fx+UAWOp1OMAJpmgaD6UiSMSBnpVJJ6+vrKpVKunfvno6OjlQsFsNxe76ZL94/\n5IrroeeikOFZ6GFRi43Q83Aan7RdenaDtihD4YbCrbNzE9L8m4489nMF94wC6TKUwI+i53d4aicU\n8Rq+EL6j0c+H5HoUAcHxvuPx+T/9JdwZDochlcm4PERhTjAk1HhIM+juZdXUfTAON9L8JkmSkCq9\nevWqjo6OgvclLmcduJ4xxobIK1XxyvQvdgQoqYeNGIWlpSW12+2AIijiIg09Go1UKpU0Ho/D357l\n4F6j0SiEFRTDUdtCCEKY6OniJEnCgTUchQenRVYkk8kEA8uekDjscMTIfMcZkPOg//OQkzGf8TzX\nPo9BufSTqTz16RPrlt8nmeaFUfHE++/9/8Vicc7a+pFlTvT5AayuVEBo9nwwwY4S8JwINgebxHyB\np+acLOVHcfXEAAAgAElEQVRaYmhOpeLMCzyVKxKeDC9M86pCCqJ6vV7woLRF3gejdv369bmQgn7S\nZ+eSmC8/Rt53wvo8OAIBfZDujOsNKJRCueEm/N6+o5X7eLk028W579raWlBmlJ7+8J5PzubIZM62\nnYNmNjY2goykaaof//jHgTsifHNOJiYRnxclfFrapROXfqowRJ0XIjnsRMGlWW4d4eO3XOP5bRQ9\nTdNQEOSLx/PjLEOapsFLZzKZEIMiENI8fIQ8gxjkgBQMB95N0pwiYCjwgPQX+A5C8LFL83Ep4/aQ\nzAutQAFeBcm4PTxzboD/szPW97e4sfUNZOxmhfgEhidJEk7VBkEw917azN+OBCSF+VxeXlan0wkK\n7GSrhyo4HnZyYnTJmoCk2MvBFnAyVMxVJpMJiIH7syfly1/+slZWVpTP5/X++++HbfOg1zhbEXt4\nPvPrYv14Hh3yZ1yESOLfPc9zLh1JYChiuB2jCxoDwuO7IXGL7dYcJae6znedUuFH3MwzEDoPW7wS\n0WN9/p0kSUiNQezVajU1m81AkIESpNlmIDwY3iwuJnNE5UfkxSdyOQ/hHArzQ4oXo+Dxs4c4hEkY\n2UW8ic+zhxbci3nwE55yuZw6nU7oBwYQohO4z3MpBXf+CU6p0WiEXaAYRjIwXmxH3wgz4UoIV3K5\nnFqtlo6Pj1Uul1WtVgMPMp1Ow4Y1jL0bGEm6deuWqtWqNjc39aMf/UiPHj0KxhpURHPntQjqP6/S\nxm0RMnkeLuN5n3OhkUiS5H+V9J9J2k/T9NaTz9Yk/WtJr0i6J+k/T9O0+eS7fybpdyR1Jf29NE3/\n8qJnpOksh+58gqQ52CbNXpMHnHTP48ggDjUcbVAnQBnvYDAI5Fen03kKwTghBpwuFosLy3DZqryx\nsaHj42MVCgWtrq6q3W4HofGzLDEwLtQeOngBVVzo5UbGDULsRbiG6kvmsVwuh1oGSSE0chTg76Vw\nItSNuBeMYXyobHRUAhLj7Eo4HzghxspLdJhn5tZlgQ1X7MiEWwHVOCmZpqlqtVo4LCaXywWepVqt\nKkkSHR4e6vj4WIPBQNvb28GpcJANGYxWq6VSqTRXn/Lyyy+rUqno6tWr+t73vqf3339/TvY8pHWD\n7nJ2Hj/wSQ3HJ1H++BnntedBEv+7pP9F0r+0z/6xpG+mafo/JUnyjyT9E0n/OEmS35H02TRN30iS\n5KuS/rmkXznvxq4ohAoIg8MwiDVpPlPg50/AMcTXs1ij0ShsHabaknMFIJ2I2/Hc/E3YgYInSRLe\nasWiUDvhx9hVq9VwdkW1Wg3vi4TjQOHiWgrKvzFsnNzlKMvHhjGJU4p8xzPoP14RUtBP0XKYD/qB\npCPFyrqBqvyMCXZpYrS95sWJOrgWkAYnhEsKBwFB2GKsnJjFkEkKBW3j8Vj1ej2sGTtI2WuxsbER\nPLtzDEtLS1pfX1ej0VCj0dBoNAqvJ0R2QKDr6+tzu2IxTrVaTV/5yle0vr6uWq2mH/7wh3NIzQ3q\norDiojBhEZpe9Nl5vzsvlHkekvNCI5Gm6X9IkuSV6OPfk/T1J//+F5K+rTPD8Xt6YkzSNP2PSZLU\nkiS5kqbp/nn3RyDxQKCIOO52Eo743BUYofYdjDSUBfIqm5292cm9HZ9TDIUn41meWuQ5CD6GzUMG\nFIYCICoIT09Pw73d8rs3dgIPwxkbE57tOX84FCdTnYDl/l71KM0qMVF0xuanRmOI6C/FSHzHMYDV\najWsCTwNsb2HQ5PJJNQ8eMbF1425QCk9lIIHAYU1m81wJL4bEPqYJIlee+21EHZyovd4PA7v5WB/\ny87OTtiejmx2u12trq5qfX09cB2+VyaXy+mtt97S2tqarl27ph/84Af66KOPQkam3W7PZXwcqbqy\nXpTGjLkHDykv+s2i//8skMSito3ip2m6lyTJ9pPPX5L00K7bffLZQiPhhUnSLEfu3hIF8ePR+I7F\nc0KT71Ecn0wKc5JkdjKTE6WQk+wcRGmoGXAk4ZyGcwNekcmzeeekb9hiSzdpNgwNBtLrJJzDQNjx\n0vAIcSzvm70QBgwJqIlQgr57PI8hiZ8XCxZIbH19XaPRSGtra8FYMBYvd/dwEkLXQztgPcYClANv\n5c/2tCPj5UXAaZqGUGQ6nYYXAKdpqps3b87VcHBYLs++cuWKHj9+HF76u76+HtaY4/E4wAZujH4l\nydnLnr/+9a/r+vXr+ta3vqW//Mu/1HA4DMcLLC8vz4V5HoosIm3Pa+cpvfNGOAlHlv4b//u89rMm\nLhc97dyROjMvzacvfTAoCdDRGXyvPYiZYu7lz+OY9lqtpuPjY3U6Ha2vr2symR0hTyhCcyOEYOVy\nOXW7XbXbba2urgaFQin8eH6gMkpMTMvJy+12O7w5DCMjzcIw5oVKSd/A5eXjHgN7/QakJIKYpmko\nKPJDWDAq0iz7AlKRZqlKTnbi9YOQlBsbGyFd6OgPZ4ABxrjFqWHQBd+BREAOXvLNBjQO2a3VasHw\n85Kg4XCok5MT1et1FYtFNZtNvfvuu1paOjsgFyQC/4DBG4/H2tra0unpqT766CP1ej1tb2+HPnHq\nFWlxzr7EaEHAfuELXwhj/4u/+Iuwk5bXEzgJjePCSPjhxa4jyJQjB9YpJvzRI8/0BaW8AHl4+0mN\nxD5hRJIkVyUdPPl8R9JNu+6GpEfn3aTZbIZ/U6orPQ2FHFZ7BsThljSzrHGqkAnJZrPheHcY6dPT\n0/CCHQgwCC6H8tIMpvsZiJ1OR61WKxxxxnV4azdaXvyTyWQCZzEYDNTpdObieRYeAZIU0ot4VYfe\nZDv4DaEbIRIGhdgaQ0FM7sYZo+ChHM8ifCBOR1mq1erc2jEXKBL386IpR5D0gzX0OhWUj3FQJ8Hm\nLebEQwPe97G6uhoUW5IODw91//79sFUewwlacfTFqwref/99HR0d6caNG+HMy2azGTgdQlkMJinS\nyWSi1157Tb/927+tNE31ox/9KNRlUJwF58M4/aVBXvfiyk7/YmTlBh2DAF/Fv30e+b1zeIva8xqJ\nRPMo4d9K+nuS/umTv/+Nff4PJf3rJEl+RVLjWXxEpVJ56rPYOnpo4dmE2BDMddYE3rkN6YzBb7fb\n2traCsTWYDAIAlav17W2thY+p6GMZBrw6BzsQqaFcypiD07tgDRDRJJCKg74zRu+qd706kFp/oxN\n5y587D5uZ/yZAz9C3qtBff692InnQxbyW2A2m74W1bp4OOAVnn7CuMfVjhA9TcuY8NKeJRiNRuFV\nfjgQ5j2XO9veDfcxnU61u7urQqGgz3/+88GYMxauQXlfffVVtdttvfPOOzo6OtKbb76p6XQaDs1x\nngYUQQUqyOaNN94IyOfjjz/WdDoNtSeME0OZyWQCd+W6EIcK7gBjBO1EtZ+Ngeyx5hiM6XQa5G5R\ne54U6P8p6TckbSRJ8kDS/yDpf5T0fydJ8g8kPZD0d550+N8lSfK3kyT5UGcp0L9/wb3nBJPmXsaJ\nHQTMQ4w4xvJrPUuBR6bkltAC+McRaAgd9+B3pClZAPqC4JKnh/z0fSdwDygXysGCLi0tqVarhcyH\nx8juXel/XJXpRoL5A7bjLfwIuWw2G96lyfkSDlV5hodtKLsbN46ZY/MV6UxHS3AerAtzRFqVOfd1\nc2jsAg8yIpzBqE6n0xC6Qaa6vCTJ7Mh9jM6DBw+Uz+f12c9+NsyvV75i9FZWVvT666+r0Wjo7bff\nVqvV0ptvvqk0TQMPg0GIQ03mqVqt6otf/KIajYaazaYajcZTZegYXz93I15X5yxiPVpkSHz9nU9C\nbpDb8Xj80xmJNE3/y3O++sY51//hRff05syucwgsLP/3rIKzw3F85mlBfufXwj2wKKVSKRBQQH33\nDPTPiVD6h0BDAKL4KADCgtf08m+Kevy0aowPKIJzKryMelGs7ujKQxUnMTFS9J1UKP1xRWU+PdWJ\nIKHYEKZeZeqciQu4l2lT2+Dl2fQfhfP0Iv0qFotz2RnuRWqZ072Hw6FarVao00AZ8/l8CK/INuzs\n7Gg6neozn/nMHB/DM6gWXV9f161bt3RychJCD1DF9evXlSRnKfGNjY1gqAg3GF+xWNSXv/xl7e3t\n6Xvf+56kGWrx1D9jXsQXeGjt6xQT93zvMuEkPvrA2oJSz2ufmg1e/N85ACfaYmIyHrT0NBnjhgLo\nCS/R6/VCWFGtVsP7E3j+yspKSKUBG+NY3Vl3yE5ekosSec2A1wn4qUj0z43I9vZ2OFTFU7FuRKkS\n9T0QCKUbkRjWJ0kS4DWxtM8zv/EMDSdt8W9iczgeKldBUBCBQFtpdpCLhzGcy0BxFKGbw2avPyHU\nY7453ZyQiG3ccE0oASiGDBdG7eTkRMViMfANKC2IpFarqdFoaHt7W1/72tc0GAz0wQcfqF6v6+Tk\nRLdu3dIrr7yiQqGg4+PjQHD2+/2w3wZHUK1W9Su/8is6ODjQxx9/PBcGulwjYy7nzJej79ioc43/\n2/XCkYv/7iIC89L3bsSGghYP0MMP/717PL9nzNL73gOsPc8hDmw0GnMnH4EQPFzxUMMJTrwVSAUl\n9uwEz3NI6UfLsXAc5kI6kSxKPp8PlZ5+kjf/JyaWZkcDTiaTsCfBvQgIiOpDjKgjC/59enoaSqAh\nAr3ASFIIj9g6TSgAjMVrUkQFimNOSRFC/rGOhHQu1KC2YrEY+kUYB5ph0xaGpVarqVKpBIKa+T89\nPdXe3l7Yvk4ZPUfqUzbe6XR05coV/cZv/IYGg4Hef//9UJE5nU710ksvaW1tTScnJ6pWq6HyltJv\njNzW1pZ++Zd/WfV6XQcHB3PcW0y0u0z7NbEhcNnyv2kxUcw1OD3XqUXt0pFEbAF90N58kM7cxryG\nG5UYouPJRqOzt13jAZvNZqhJwEvF0JN7Q4pRbOXeG4MFr+Ae26EzIRP1DXhBxo63BC6zf8CPYqPE\n2uF5vOEJshFUAJphDqnzYCzSPAdEuEKYwkYoUrqkgVkDjnnzehae7xWTZCRg73kDGP3BYDnfgjL5\nJi52tPoGOOaXdQMBoazVajWEmxizTqej/f39YPD8jeueAZpOp7p+/bq+/vWvazwe66OPPtKdO3eU\npqm+/OUv6+bNmyFjBsHa6XSCw6CS9tq1a7p+/bparVYwql4b4vLvBG0s51x7nnFwh+mGICapL2qX\naiS89sBhrvQ0qRmTM/F1502QpDlPzR9e0ba2tqZKpaKDg4NwT6AiXgkhcTKS/uIhCStQMk/7QVgi\naNL87tE0PdutCPMMWqBUGeVxroLMCgfdeP2E8y+5XC5snnIIy9z7G7CoNMXAECowVu7lxWHcg+c6\nY58kyVzNCXE/nM3m5maYczZZdTodra6uBjSBgUPY4TtYR68yRdGcm1lbW1Oz2QyhoaerUV7KueFo\nXPFAHl7U9sorr+gb3/iGkiTRvXv39N5776nT6eirX/2qlpeXw7mpGOZOpxN4EzJp165d0/3798NB\nw8i+HyeInPm4Xb75/jxE7o6ScNJ1z/fCPKtd6rtA8bxePPSs8MMVlMlDIOPFdYYcZXbycDKZhPcu\nrK6uBgUlm+CnNiH8LCaN50uzjWgsKJwE+wM8NvesBHsoiONZNLwh9SPAeWD04eGhMplMgLirq6sh\nlQXcdY/NrkZPPXpxlPMnkoKwYsCpCoXApLwcxARC4FUChGv5fD5UQTKnbCzjYJ9cLqft7e1w8hOp\nReaT//d6vfCui3a7rWazGYwYGSX3kqwjfSeL5JsCc7mcNjY29Oabb4ZMDQfSMAecCI7yLi8v68aN\nG/qt3/otvf7665pMJtrZ2dF3v/tdvfvuu3MbzpBBUu/06fr166pWq8F4I9eL5Jh5WJTu92sW/Yl1\nSJo/vfu8e3q79BcGx2x2PMB4svwzT1H6PeMww5UOxUzTNKSjMpmMVldXJWmO7PNagxiieR/4jr8x\nFByTx4YqjBN8AqGIK4s0g5bs8SCtSnptdXVVq6urOjw8lHR2hD3H3adpqoODg3Dgb6/XC2cj9Pv9\ngBa8wAZeBI/vc4gy1Wq1cGo1Skv/PPMUbzP3NDGGk7kl5HOOp1KpBEIZJUN5MHDMZafT0d7enh4+\nfKiHDx+GvRuElKyzV5OS2aDUHqOQJIk2NjbCHguqNOk/XBXIslQq6eWXX9bXv/51vfnmm2G9vv/9\n7+sHP/hBeL8J8glXxXoyTmRlkeOLw9yY2/J/u35cZCT8GtbtWe3SiUtJc/l7j80WXb/IeMRGwq0x\nMC3mKUAG9Xpd6+vrqlQqgWzCq6JoKDkog0X3RaUvzj2AGIh7pVm9AjAZFEV/8IZuVDAOkIjLy8u6\nevWqdnd3A8JYWVmZi6Pr9frcATMYHshbScFgQBZSQ4DQMN8UP1H67OXWvv0dtAD6QKHJMuAIuD+K\nO51Ow8lTrD9zF/NOhDzSjHN4/PixDg4OlM2eHUzDuRCgGGo4eKco1ZKkwQeDgRqNxtzBM1Rscs4l\nBgpl5e9XXnlFX/va15TL5XR8fKxut6s///M/13Q61a/92q+FsNUP8AVxbW9v686dO3M8UIwiCKPi\nFocPcXge69h5CJ15fFa7dOJSmgljLJx+nSv4ohiKSYvzzDFx4zEaabpWq6Wtra3AlkMq8uJgyqm9\ntNn5DgxCbKkxToQWzpYDeeEeIOCI1xFWJxoxKhisa9euaWdnR9ns2WEshCt4chAQBB/EnKdsM5mz\nI+HYlIWhYM4J1UAAGHNQAhWmwHmH8oyNcXLqtjR7V0f8/lQ/ks7rCPzzJEl0fHysw8NDHR4eqtFo\n6NGjR+p0OsFggkpQRkKwzc3NkNL2cnAfH4jo4OBA0+l07rV/aTo7mYpw7ObNmyoWi3r77bd1//59\nNRoNvfvuuyqVSvrVX/1VSWcVtI1GI3AT7CgtFoshQ+Ky739ixPCTNjdAPGtRjUXcPjVGImZ34wlZ\nZCkdoj3LYsZQjQIg8tlASApgvC9LS0shRvV+ImTEzBg5PKofm+blyKQEyVrAzPOZ1+vHYY+TnSjO\n5uZm8Hr0KUmSubCJ58K40x/IShT79PQ0GAon05zsRGnpL97Y41ufG0I5r0Ql00AfeT5K668LYG05\nJIb6h+PjY929e1cff/yxOp1OCE1Yv36/HwhLD78KhYKuXbumtbW1OfQCB+Fv+zo6OlK329XVq1d1\n5cqVcC38CIZ1OBzq+vXrqlQqunbtmt5//301m019/PHHunbtWth1ms/nQ4iII/IzKaT5zN1P2s5D\nFayhr+miCs64XfrxdW4Q3IPxx6+RFm/+4t9xi9EHEwTSINsAomA343g8DrDa6yW4J2GRezj6ztbh\nUqkUjmpzmI0wEwcTG+PBvUbAx0Xo4SlJCsIwSF7Wu4gzIb4G2UBk+gYflN7niD0RkKyOgpgbjBPh\nFWiJMIOxomixcSDe5/7wNqAx+I/9/X3t7e1pb29PjUZDJycnweiRgfDsB/fNZDJqNBpK01QPHjzQ\n6uqqrly5ovX1dW1vb4cDbpAn7nP79u1Qsk+RHKiN/oI019bWlM/ntbm5qTt37ujw8FB3794NfBdr\nweln7KaVZpvcPFyNQ2mX+/MMgcv6ou8d+eIEPtV1EtLTIQcDjJX+WVkPfh8rFv/2EASjwHkALBqn\nP3GeIUrEgsQZmLj60gWTPLkroEN1PC0nHAG98S4omtcF4G1QYoRzNBppY2NDe3t74Zg1kBHXMh8I\nBRCbe6LAhDvOS2AIPDsESsAzERpJCrUInt1g3Bgp1sE3y7FWHDfn1Zq8FPjk5ETNZjOURZM+9A1a\nfvSfrxGVs2RHjo6OghFqNBra2toKaWbGXqvVdPfu3cAxfO5znwsGj3DNK2BBSdeuXVOxWNTdu3fV\naDR0dHQUQpZMJhOyHLylnIaxpMXKu4iIfBbiiPVAmk99khW8CLV8KsINZ4Ddsi2qQFtkLJxziFGH\nQyzu5wetsDuPF9xCAOI5/Yg6L9KJMx9eYEQM72dKeJ0GMLxcLocj9NxzYHgQQoQHr04REygiTc/O\ncKzX6yGdK2nukB3fKOaMv8NsrwBF+WDjUQwQD1yDowZJ4d8cGOvGhFCMVKMTlJRMe8qzXq9rd3dX\nzWZTOzs7evz48ZyBg2ORZpyNG3Q8M3Ph4RJGemtrK4Qk1J5sbm6G+1+9elV37tzRN7/5zWAoqFdx\nxANKwPBtbW1peXlZH374oZrNZtiJyvwdHR3p5ORkbiPcIicnLTYWz8tP+D1d/rjP87RLRxLnwR0n\nH7nOCS5pvpBkEXHpKMPTk3isarWqyWQS4lwIvePj47l0HULtVYA8E6MQf/esBaGfeFjYdHZVgmK8\ngMYRBYU6lGpL0sbGRqjLYOs5z8KT+kYe51iA5Rhq5hXFAwGMRqO594c6icuLmFE0D8nYJs+cwodg\nICGJ+/2+Wq2WWq2WDg4O1Gq1dHh4qIcPH4YSb8awuroaSFeMEEaCfnt2ZDweB+4CI0f9A2HmcDjU\nw4cP1e12g5Kvrq5qc3NTH3zwgf7kT/5EaZrqzTffDM/3EI8+cK+VlRVdv35dJycnarfbSpIknD9C\nuhbUSqi6KHx2st3R7XlIg/VbhBJcLt2xPqtdegrUrWKMIHwQzsK6ocArOoyNB81EechBnI1SAgER\nNEkB8nqMLimEBr54LLQ023IMIQnL7+gDJaMSk0KhXO7sTIpisRgMB9fSYsIWoa/Vajo6OppLIccp\nYFCQk2ZOGDt/wdzh8TGuoCZCjUzm7DQq0AKIAyNCCpQQ4/T0NHh8is12dnY0HA51//59HR4eqt1u\nB74hl8uFfSxUY0oKmRGMOfNAuTN98A1re3t7oYKVzWCsIwq/u7sbyEiIV44U+OY3v6nxeKwvfOEL\noXKTtfFXNhDaUAlLH0m3YiRiJ7JIuR01YHz985iMjLkMvz+fx9m+Z7VLRxIxbHJFX8TOxmQm18fG\nISY4+Z2fi8ACojQcIwdkpGoRMo0aAyAyhsuF0OsEUOTJZBLSZp69mE6ncyXLfNZqtTQanZ3u7aGI\nl10j/L5LEh7E8/qe3nKUw3j8PE5gP99jnBBy5opMkKSwEU3SXGVinL3g+Xhdr6Cs1+va399XvV5X\nu90OocjW1paq1apKpZIqlUpAKGwE8/n37fqgQ4rlOPkL+WDHr2/eY03gHHq9ng4ODkLYxNycnp7q\nO9/5jtrttr7yla+EilYyJ/1+X/V6fa6eg9qW0ejs1G6QBSgCuWf9CUeRaebc0bI7CWmGMhYZGAzH\neST/p56TOI9wjA1HzNjGk3FenOawDPjpJdIshG87hrykuaJ4sQ/3co+OoPB/kIG/Zdu9AvfxI8sQ\nsEwmE05AImYFCYCCfGzj8ThsWIOdZ4xAYR8zxtFTe2wk475evs24GUM+nw9nKDhJSyqV55F+hetw\nb3pycqKjoyNJCiilWq3q+vXrWllZ0erqavDYIB/nsiQF/oe+YDTZ7dtut3VwcKCdnZ2w9oSHGHXu\nD9fCOZmOBiC9J5OJfvCDH6jRaOiXfumXtLW1NZcWLxQK2t/fD6nnJDkrMjs5OVG321Wn0wkbx5h/\nD1GdS0H+FnFyi/Qn3t/hiNsN0PNyGtKnJNxYFHIsipOcC/DaBx+wcxI0WHy32ii71zKwuYjDYQlL\nINvwhEkye7ksyuWbsTzNhyCwSxNFwIjEtQ8o33A4DDwIex/i8RP3+r6R1dXVALUZt/+NIDu/43PB\nvLtBxThBLoKsULLV1dW5knKupXAoTVO1Wi1JCofu9no9PX78OOyMTJJEN27cCG8wZ+MdfcFIuXxg\nfJh75lOakctLS2eH/W5sbOjq1at68OCB7t69G9AE6UvP6pRKpfAdFbiEPZyvmaapPvjgAx0fH+tz\nn/ucXn311XAeBQYSREhpfr1e197eXjhFy+XcyW3WcxEicGLeOQnXA36P7MfO1I39ebrm7dLrJPxv\naYYSXPFdeN0Lx9Z10WCdJEThyZ0zse59iJvxHPzByzPJKCgGB2LOx4NxmU6noeqRa7y6lH5JsxJ1\n32vglYl87/E+B75wWAtGjpAE6A95SWbDeR6u9VcJ4HX8HsyHpFCRyns5V1dXQyyOMWo2m8G4wNFQ\n88B81Gq18BJe4DuKCWEaw2scCydXT6fTp860YK4o3lpdXVW1WtXW1pZ2dnZ0dHQ0tzcGxWYTHYQ2\nWQm4FdY/SZJwnw8//FBvvPGG1tbW5s6xYH9Ks9nU/v6+Wq3WXH2E7y9CHn1DYkxUIouuCy77zs3F\n38VIPXaw57VL5yTi5gOKhcI/98xBbGT4zCGbhyssNArGolCU5EU//iy8CRPrlYF4BlcoYCapP685\n8PEhACx+bHCo5yBswUDgQRkHm7g8nGBuCCOow3BjS5YA8pN9JowTgxgfDswJVdzn+PhYKysrKhQK\narVa4WVI7EAlk8NcraysaGlpSdvb2+HfvnZOwjFXrCOeHjTnhoV5kc6QC4gDxV5fX1exWNTW1lZ4\np2i73Q78A6dWkao8PDwMiII1x3hlMmcbze7fvx/qIWq1WuCfePcHZCpkZZz2dhl1WXUZcTTl8xEb\nAU+3+584G+I69Kz2qeAkaIuMAtc9i7+IBSomMc/jK9gtiBIDJcvlsnK5XPB4KDeL5BkQz5B4FsFj\nS9JsDoVd4BfF2Y6o4CcgVTEiEJjSzLAsLS0FmJymaUhZepk2c4Uxo0IUAebQFTc0IAuMCrtA4UFQ\nVA70IVzCgKbp2RvdOf6eLeZepEbY40jSiU8MgiuTV0qSXcEIU4HJm8NZL7w16GV1dVUHBwfh3AcQ\nRLvdDu8I9TeGM3deQYtswQeBTkBfyBJzyJoskn0MnuuIG35vi/QlJuz993weO9BntUtHEotChjge\n8wnygbs3jI3ARfdDIP10qDQ9K/+lvJbwA8+Cp469sDTb3ckzYyIKJY375wIe8zEoSZIkQbHK5XJI\np6GYPka8sROF0tMeyXkbtmv7+zgIR7gfyus8hh+YwkE5nPrkzL3zF06eeSbE2Xzm1ufTjSf3cA6C\n/tgsJ7kAACAASURBVIIIuNYLvTgGUFIwjiAfyOrd3V3dv38/HObTaDQCx8M98ebMJ04CxMe8UxvB\nb9yYxGvsnyErvn5+nctQPC+LUIX3eRFquahdOnHpyu3eOSZp/HsPMxxdcM/4fvzbU6u+0E788fnK\nyopardZcfOjFQ5LmKjIJRRwq0nxx3ZPxO5AK/ffmYRNC6KXWMRrxzWLs7nRh8/54cRThEwrDnhNS\ntzyDjAH9BYn5nhSfW98ZGu+25JmTySQck09IgNCTlqbgyeNtOBSIRxDPyclJMDyEEJPJJJDS9Xo9\noAbprN4CcvjNN99UNpvVt771LT169CjIjmcNWDsaSo3jYV08c8F1GEMPZRfJutfdxHyEh9Qu564P\nMccVowe/nz93Ubt0I+G5+0WQyf/PBKCQXpG4KDzh37EHZdJJSwJRqZ1AuBE+J/mA1IQcKAlKJM0W\nK05dxTGjG8k4XnT0hHA5l+Fz4n2DOMxkMsE7FotFSbMj6wmZmAMYfmAwNRBpmgb05Ae6tlqtsF+C\n+/CGrDRNQ+gDMiF29xJs5oG9JoxRko6Pj4MxoW+Mj7mWZtvN49T0cDgMx9Gdnp5qc3NTtVot7M1Y\nW1tTqVRSvV7XYDCYK2cfDod64403lMvl9J3vfEd3794Na+cEqvNTHlqyjhhvD9Nist3XOHaY5+mC\nV8S6XPEHh+D381PW4jAj5u4WtUs3Eq4gTsbw/SLrGis+1/o9pKd3gfpvuQ7WX1I4IMWPcvNNT26d\nnadwiw7yAJ769/wfYUagpfk3c9HneLxeqelElMf97FZMkiRkVMjkEDowDhAAgkyBEsrgyu5su78o\ndzKZBMOK9yyVSnOhgDTzttQhQLBSHn98fKw0TcPhLB6WsDOWOWEeSXGCKCAn+T+k49tvv61KpaIr\nV67o85//fHjJ89raWiATT05OwiG8knTz5k395m/+pr797W/rww8/nCuX9/BhERlIcwTp/caoOBp0\nfYh5GZ7pih87USfa4+vjFuvBRe1TcRAuAu5WMrakMVw+zwIu+m3sgVFkYmJfMD9pyQuEfGck5KFX\nWro3WcQpsHDwGAiYH6bCotI/J/Lou5+1yO8csTAWYm12pJIW9D0V0qzS01OeGCJfGydtV1ZW1G63\nA8ry2pA4s8M683u2XUtnXAUl2JnM7Gg53sNBGTbnUpKu9LlweWm32xoMBnr06JHu3bun/f19tdtt\ndTodHR0d6dGjR7pz547+xt/4G7p582Y4aQvUVa/X52Tq6tWr+pt/82+GUm1fS+Y6dnLIRMwNeD9Z\nY3cIrCXNs11+n0XXep9i+VvUYkd8kaG41DMupflUZ2w1XcGl84/m8kXx3znxxedMiKdBpVmmgyIg\nlMGf44eW+vstHM7x7zh8irMWxOqM3zMe3NdjVu7hb8Nyj4AA00fgOb/1V7q5N3NFBlXAY/g5GCCI\nJEm0vb2tq1evPjXfSTIr9z4vlErTNBx0g/H46KOPtLOzEziXWq2m7e1t3bhxI2ykYmysEUaakPD0\n9FS7u7t6++239d577+nHP/6xdnZ21Gg0JM2MYKfT0Z/+6Z/qe9/7nu7fvx/WpVgsant7W0kyfyDx\n5uam/tbf+lu6cuWKlpaWQtbHldjH6YVQseFeJPtxY+1iZxlfG/Nw/jnz6jKy6Frp6Y2Ui9qnopjq\nPGi0iK09z/L67x0SeqqK++CdgfvUHiCAGA42C0mzrcZ4Z7wmCgpPESuitLjwK+67Q0UqNH1zFmNh\nbPF2aBdYFB6P73tO6B/FU3EfvTCq2WwGhXCOJpvNam1tLZCVhDKEZjDzzA9z5HUi9HVlZUUbGxvK\n5XK6cuWKtra2tLGxEVKb3Bthh0zFoLFeOzs7un37tnZ3d8MmriRJAh+DDNDPO3fuBO7irbfeUpqe\n1Z1sbW2pXq/r6OgoZEY2Njb067/+62FzF2/3otrTX3zk6+iEZGwoz2vnyfuzfnNeWOGO6Ty+4yLS\nUvqUGQnnDS6ygItaDPMWkZaSQvoNRZFmMB7BI8Phgs4eBYe5oCAv2eZZbhz4HQ3BcZbbN0S5gHnx\nk4cqXkPgXotNSmmahtcVekbE54KYXpptbuKgWH7rhC9KjqK74cFYelzMWNxj53K5UBG6trYWKjU3\nNzfDUXeOqOA66CvVkGwSu3Pnjh4/fqwHDx5od3c3jI3j5agbAQ3Rl36/r263q7/4i7/QK6+8ou3t\n7bA9PJvNand3NyCe69ev60tf+pL+9E//dI6v8jVB1ni+O7lP0vw33Pt5r/cW60yMbp+3XXox1aK4\nLCYfL4qxvF30O1c2SSHkqFQqQZD8zAF+4yhFmt+c5WXSjAlv7tA0tuZxftzv53OEB+Z7FLHf78+V\ncEM6Spp7PyY8i3MO3MsrRSUFgq7ZbIZScMbD9Y5AMIxxGBMbB0hR0qy0lZUV5fP5sMvTjTtjpXzb\nzxrt9/va3d3V4eGhdnd39ejRI9XrdaXpfK0Ia8z4cBCZTCYcIVgsFvXw4UN1Oh199rOflaRwXuXd\nu3dD6Hfz5k1dv35dH3300ZxixqlIl5lFMvu8yupOLSZI4/u4Q4yRC/2Jf3ved3G79GKqODsQexBa\nPKg4XosXZVHu2Zt/RxoUqw277rsfIfDIFpyenoYaf5oXNrmh4/ee6pI0Fwb4GH3jkVdKAu1RPl71\n5wVh9MFPwMY4+KEmGLCYCyF08bAsnkNXOkIL5tzv5yQjSACvWC6XJSkcfY8R8fnw3zB/vFD4ww8/\n1MOHD7W3t6eDg4OQbfH9MWRanCfhABzG2uv1QiVou93We++9p9dff11JcvYy4+vXr+v+/fsBKW5t\nbenhw4chbevhk8vms5T0IqX0790pXXRP5vqTopeL+nPpL+eJIZoPMI7PvLmhcA7CPyMN594biO/X\nohB+bB21AV6MhKCyGYjSWhbILT9/k9uPx8E13j8/4QiUgLHg9/QVw+BnHUizLAyQnHge6M+z49cS\n+rxKCpvKMBIxGcb8Ykh8Tbyv/MaJ1Vzu7BxMuAfGCA9BytkVcDo9O2fj8ePHunPnju7evas7d+7o\n448/DkaTN5zRRzaYMV7mh415FIkhA4VCQb1eTz/84Q9DKrZarWp9fT2cfUE/k2SWvXFj6PIYK98i\nlLtIrl1GHA2fF4rTPHx/nuYE6TOvu+hGSZLcSJLkW0mSvJckydtJkvw3Tz5fS5LkT5IkuZ0kyf+b\nJEnNfvPPkiS5kyTJXyZJ8uVn3HvO83gs5wq9iMD05srOv73UNy6JdcNAzp5JI7XH3gLIK4yBhwaO\nFpyccx5E0lws7TGmb2hyghXj4vUNbgT9bAMnIelD/A4JLzrz9Crf0VzICFH8XR388bn22NwrO0E9\nkIVseeeUp2KxqEqlEsIDajEwcNPpNBw+wylVu7u7+uCDD/Tuu+/q7t27arfbwdixUY/wxdeJ1+5l\ns9lwPWvjNRjZbFarq6va29vT7du3wz4O9vKwyYtxQnqjbKCg8xTZ55B5fpZuSLPdwo4i3ADznaPQ\nRaFJ/FuvwvxZpEDHkv67NE0/L+lXJf3DJEl+QdI/lvTNNE3fkvQtSf/kSSd+R9Jn0zR9Q9J/Lemf\nn3djPCcKHVtfn+xYMOPv+b/HziiPowZJc94NhXDPxbbmyWR2AhPenUX27EDcbzgNFNWVyXPtyRMi\nMEmSsD8EeI2Ce8oTY0H/QD3wJx5iOcfg297dmLlwubAQQnQ6nbmXAWNsgf88y/vMGtA3DCEVjxCV\nCH+lUgm7NwnnPJvSarX08OFDvffeewFB7OzsqNVqKZ/Pa319XeVyOZw94Yf3MAfxzl3SxI6EHMVt\nbGzo8ePH2tnZCTtZC4WC6vV6ON0a50M6lnV3A+BZJxqy4pWRsbzHaCTWjfg7R+LuXFlXfy7Pced2\nUbuQk0jTdE/S3pN/d5IkeV/SDUm/J+nrTy77F5K+rTPD8XuS/uWT6/9jkiS1JEmupGm6H98bxUFw\n48lyoY0nIr6Wz/1a9hjgSRcZFWlGZhHTcu7idDoNiutxMt7DT0ryRXOIjGHwjVKLviPE8TQqZccY\nLMIf/s/9iLlRfhTeuQEU2ZGWz5vPqacwqaZ0D+nXj8fjkGb0e9F39k7k83mVSqVwwIwjOwwNyIF6\nhnq9rrt374bj9FutltrtdkAE3I9xU1YNAkKRR6NRMFBkrSgHR6H8VYi8wIdzMUqlUnjW3bt3w54P\nNzTIhyM+xuYo2b2/y7LLZKzAi4zConCGtih0X9Se11B8IuIySZJXJX1Z0vckBcVP03QvSZLtJ5e9\nJOmh/Wz3yWdPGQm3kl4VuQim4UUdScTEGsLn90HY44yJ/01fpBmRyotnUThOn8Kjs0swTdNQ5IOw\nO08RZwWkGeTn/54NYEz8BuFFYXk+iuLpWPrvRtYPb8F48mwfmxOrkLjAdzcu/M4zHnhn5p9sTKlU\nUrlcDlvcud6JUcZOanI8HoeX7pC12N3dDXtKNjc31Wg0QqEbb10j/er1I7xWkANnNjY2wlxKZ3tE\nvNqXtcPgJEkSCsggRuPweDgchmMPGV+8p8jDMFCeh22LdMJDblfi+Dcx0ljEdfn3/N5l5iJj8txG\nIkmSsqT/R9J/+wRRnGd+Fj1x4bXeaZ8Ye2a4zqG6W1gMiFe1udWOQxSvTYjJJgQIwR+PxyqXy3Ne\nLkmScBQ/ygOBCIdAGTTGydELXnpRujMmqqRZpSDhkAuDK6qn+ID6xPluLD38cl7FBRnDg0d2AeM+\nGDWKy3wty+VyODUbJOfr5ryLh3v9fl8HBweq1+t6+PBhOHoeha/VaoHXYct3r9cLCu0vzMFoVSoV\nbWxsqFQqaXNzMxDRlIcfHx+HOYOUhPCF+CS8ajabT4UU3AsuxZ2Uz4kXkCF7/lks87H8u8FYZFhc\n4eOwxVPW3mLdOK89l5FIkiSnMwPxf6Rp+m+efLxPGJEkyVVJB08+35F0035+Q9KjRfeFHEySZI58\nk54uRHHSzhnpeCNVrGRMBn8zob6Y3J+MQZrOSCkKfRA+irA4PAWiUJrVAkyn07DJKV4E50JiTsD7\n46jCU6D8BgPhnpvfgTYIl5wQZa4RfNCQh3bOO/B8T0cSgqDkFF15qTnkJGjHDXGxWAzVmfAxBwcH\n2t/f18HBQXgHZ71eD1CfvTScGkZIyJzTMIy+25PDZbgH55P2er1w9J3zFBgiUrMcXMvJXj4e0Fq3\n2w28iHvrOERzY/k8LZZd5NYraBehhJhUj/UCUvZnZiQk/W+S3kvT9H+2z/6tpL8n6Z8++fvf2Of/\nUNK/TpLkVyQ10gV8hKSw6w6hjwfpk+OeDI8qaU7haIsg2SJD4YuF0C4tLQXB89oIh+m5XC6kwxIj\nHwk3UG7/HIXm9773wNEE8Jt+49W98tNPeHbY7seq8WwQBQaVz5lLnxP66uPnXtlsNmwr598YG+4J\nJKcffuw9zyEjUy6XNZ1OVa/X1e/3de/ePX344Yfh5OxSqaQrV67MnVfBOvOiX3aOOmmLclerVVUq\nFVUqlTlD6eEC1Zgxwdjv98MO2jQ9K9xqNBpqtVoBbbIu/J/Naf6WdZe9OJ3rzztPXmN04A6U5ogy\nzmrEzon1lhTODeG6er2u89qFRiJJkl+X9F9JejtJkv9PZ6HDf68z4/B/JUnyDyQ9kPR3ngzw3yVJ\n8reTJPlQUlfS33/GvcMAYs7gPN7AU6KLJje+/yKr7ff364CSKB2ogfJsr84slUo6Pj4OSogHA0aj\nMIwPQSF+x4MD+WOU40bMsxYoXLzD0slOV2LGROzuxtWfE3M4IALqLGJClYpOxgrBSriVJGdb1fk3\n2+8LhULwzJLCmQ8gNw65WVtb0/r6epg35iWTyYT3bb700ktzKUknD7PZbDhhDO/PBi0P4eB9MBrM\n8f3790Pp98nJiY6Pj9VoNOYK1zzkTJ7wF3BFjvpYW3doGArnHhahYJdP54McTTq3hUzEBV5+H5f/\n2MEuas+T3fiupOw5X3/jnN/84UX3tWuf6jifL4q9zptImtcDeGNCnxX/QVqBBvr9fvDY7rWBm5B6\nnu7joFTugRJls2cH2ZKdYNEXGTv/HNiP8HkRFX3jN14azpjw6tzPPYobZ0/rkt6UZulDaXbMvs8Z\n3ATGknkHKRFSYEQ56Of4+DisFxmS1157TZ/97GeVyZy9EaxarYZxMw5/MbHH+9S6eE0JsJysB+Pi\nRUyOsDBSFHd1u91wMhVnXnLOpY/f+Yy4ZiJWPvrr/BtyvyhzF6cvHZEtkmu+92dxfWyEPBS5qF16\nWbb0NP/gg2HwCIOnd2JLzW+cLPRJ8O98ErHqbO5yuI2CejYCtIAgYhTciPjORQSXfQu+K9XPk8AD\noLAoBigHb0c/a7Wastls2NpMnOpei+pC3mDtxTlxCIaH9df4UfkZp1TdA/kJVP4eC7gRshekeeET\n/FAbjN/169e1tbUVjJ6HaWQdUHZ4kUwmE97azRp4xmk6napWO6v1Q5G3t7dDP/v9fnjLV6vV0mQy\n0c2bN3VycqLDw0Ol6dmJ3yi+I1mXu8lkEjbTUfkZh7WOCEGtbojjjB3j9jWLHWWcIvUW65XL/PNy\nI5e+wYu/Y8MgzcMmhAZPQosnB0VeFLKchyKkWTkzXtELh3gZLt6RdBzK5DCc6xxFQJhxb/c0nqHA\nM3sxljTvzVlcEAGlyO49GZ8jD/44gblISIjBIRwxdtwHI+Y1IigiSpIkZxkOFIb9JWQHmOtKpTK3\nBZ+3Y2E43AjRb2lGYsdrDvcAsVoqlYIhIgvme0R87RwNtNvt8Aavd955R/v7+yGLw9w6tPc1HI1G\nYdx+WjZz5Irun9G4X1xpiZx75s7RiH8fO81Yp9xA/LVBEjSfPBdA4m9HAi70nglwJXG4tghZcB0N\nEo6JJJblbd8OwyUF4SM8oJ/+joeYL4BY9EpI+hinKb1/TkwBuz0udY/L8zCsnH+B5+U38QazmDTl\nGkhGjJCHJ8wxSIWj83K5szdhdTodZbPZgB78BTcUeXHmBftcYsSCoT09PQ0vBPJqTicL3TgzR6Aa\nytXhVwhlUGpCn+3t7XDoTa1W03e+852wfZ6MHHPEejAnoC9kEUPhdRMue4tChDjMcDng/36/OLRw\nXfLfeFizSP7Pa5e+wSvmIZhsPI4TPIuudZItzhLEhVWukFjwuDoOQ+BbmyXNvZov5j2cVKLPfniu\nQ0tplqZDSF3ZnKWPjSbXMF4UmhOnac4LMBa/h3sfwh76gDGjnygZZGs8l+4pOT6O/lDS3G63597a\nRR8bjUYg+zy2Z00w2tRBkA3jaDvPTlC8hWEE6fk4aNSz0Fee5d4fo3br1i194xvfCG/mwgB5ejt2\nQkmShAwJ8uvEfEwgex2DK7bLjMtB3BaFM4uQNPMbZwIvQhOXaiR8c5H0dPGINH+8vqSnhJwJBxZ7\ntgBj43l/r5mPDQTNoT7fcX+fYC+Wck7AdwdiKLygiP7G+XZPz8WewGEk0Btv6gLo9wLdrKyshKIw\n51MwGqQ6XZgkBRLXt6OT6fG5QEk9dicsIW2I8XXUA9HLaddwNxhr7k1pN8jDy+RBGpwq5oiKLAwc\nAeEgffWTuCEvmUv+Pjo60vb2tr761a/O7aL1LJiHAe7ker1eKPqKUa3Lna9XLOOMJ/5d/FuXYUfU\n7lxiHoXPLkITlxpuUDIsLbaUMSPrMZiXEUtPnyPogurxa5zlQKD82RgUJ+AQNmCrp6J8AfEcMSHl\n6ECabdhCOf35QHlHVm5EuBZjRnjjaIfahtFoFF7hR1GYH/DrIQjz5KGEv3Jg0bF6QPrV1VWNRqPw\nklxXODZduVJNJpOw5RoD0u/3Q6EVSOzw8DDk9KlHcKPg2+QlBQ7EDTPGDYfjIUCxWAz1Hx4u8g7T\npaUlHR0dqVKp6NVXX9UPf/jDp+SYdXIDz7hZe+o1IIL9d6x7bEggYD3U43v+9nvFLTb6cVgShyrn\ntUs1EqStHKp5Ko8WGw73YN58AuLJYzIWsdMO1R2BoHBef4CiQxo6pARtSPPxPYbIFZw+QHR6fItQ\n+D4ESXO8hjQrJMtkMsFQEMrEAs89PCODEXSDwRggZwk9isXiHCLwtaE0en19PdRjUBOCMfTne3ak\nVCoFTqJUKml3dzeEOJPJROVyWcfHx1pbWwtoCCPg42Q3Jvet1+th3Lzj1MvFq9VqmFPWACOUpqlq\ntVrYRyIppEyptHVSfRFfgOMZDodhoxgVqC5vMfT3uUUWvRL5vBYrv9/TG3LnvNdF97707IbzBh6H\n+XcO/zzdE6MHh2l85xkEL16J4bIz1NPpNJStgipcAPDilPoS1+KBXYjhDhb1M2bIY4LJjROf+Xxx\nLYVTXOPjoJ9OdDImoLtzPyiNb1Jyo8Xcep8JfQg7pFm2yAudfP18VypZDukMXf7Zn/2Z1tbWwiEw\nW1tbYUcvxpffcUqYvxW81Wrp4OBA9+7d0+HhoTKZTDg8Bq9erVa1trammzdvhjMl6Od0Og1ncDIX\nhERc44rOHDlaZF4wuJDH8CaxHDqf5iHAIgTBNY5aPIxwRBLrG7IRh6fPapduJLzTDq3jOM9bbCkX\ncRnSfF75PLKGz53joK4fss0X0Y0TcbSflkxWwZ9N/O3j8lfjOXEpzQ60ifkYnsVn9D328PzOSdEk\nmS8fT9PZm7bodyzgfn88NSSiCznNf8NcOTICvbi3Ozk50fr6uiqViprNpmq1WjDOHEzDOztZA5AP\nNRPFYjFUbnJ61c7Ojh4+fBjKpQm9lpeX9fDhw8BRXLt2TV/60pdCPQlkKGP0XbjdblcrKyvhpcAu\nr660Ln+sGQiF0DV2TKy7O4uYzF6k9P53/J2jaF8TvvdnP6tdqpHAI8T5ff7tVWtxSOB/e4tDDl8I\nVxD3gs4VSAo7EiH0hsNhOIux2+2Gz/Hw1BSAMOg7cTH9B1UQ33u6MSaQHCm4ccEDO2FWKBQCHHbF\n5xmecvQ/jpI8zPMQgX5Tc+FpUzgf+oqhiucYzsMLyHxMjx8/DhkLDMPS0pKq1arK5XKQEYhaQiB2\ncsJTHB0daWdnR48ePdLR0VFAT2xZ9zi/3W4HlPbBBx9ofX09pL+3trbmDPLW1lZI5VJZ6psBY4Pp\nTot5lzR3aBGnhvP72Fktkmv/Q/PfuaOJ0Sr9ifsXy/6idqlGwkkZJ2EcXfCdkywx/HKL6F4uTdPg\nRdzSI9xxmtVThLDu3BNlidOeXIPgokz+GX/zO4wKkJzPXUDiuNFTqVzv6KFcLgcl9JoRlMtJXFKv\n5PP5Dm8P8encCbsnUTzCD4xM7PVc8PxcDvruBDBnPvCcjY2NYIhYGyce6Xc2mw31GY8ePdLe3p72\n9/fDxi/nH5wXSZKz931Q/Tmdzk4Zz2azev/998PW9Gz2bB8Mx/0zRp9fzz7EyMDljvXkmeVyeU6e\nHIXRT5ebOPMSI2KXT5eTRVxHHL4/q116uIEHW5TlcE5CWszOeqqM6/AQeDGYcZrH5X78GALJ4pLf\nT5IkxLzk/oHzCBjeErQAKchneE8E36vx3CN5jCnpKT6DuUEYfC+DF0a5d+J+cfoR4xDn6Z2MRJk7\nnU6A/N5PP0PBkR8KRN9QJmB9ksxenIPS+lvRKAJDGXke8zEcDtVqtdTtdrW/v6+9vb1wijXIj0yJ\nZ3bop787w9OzaXp2VN3JyYlOTk7CfptcLqdr167pww8/DGld+uqpdOcm+N5RK+iBWgw4j5hI9HAy\ndh40l5P4+bHB8d84qnue9ql4OQ+L5jH4Io8kPb391eNcnxg/7MQhajypvLgFhWWBUGp4iTRNg9LQ\nIAwJMzxfTbbDDRneGeFcBAlp7ikwcM6bgJJoHPHvhhTjA7lKXxESjA3KQwMxUJ6NYFOWHL+PI15P\n0ApEKPfEcEDesS5+yhTZFjIbcEKMByTTbrfVbre1s7Oj/f19HR4ehlCoWCxqMpno6tWrc287X1tb\n0/LysorFYng+ac7YORCmZbNZ1ev1UOm5tbWlk5MTdbvdOTl0JBjDeP/clRR59+3qoEA3AE4Su9df\nZDxi1LDoWkctF4Ua0qegLDsWNld2nwAPI+Lm7D/XSwplviwAyuvbrEn5USXIInlf/EW1LJTvwCSj\nEWdL8Eq+8IzVN3khHO4xGT9/MEBO3mFc8Io+Z26APOTy/S+EOw6JEWDGS7iSyWS0urqqXq8XuIFF\nRswRjBtxxlyr1UJMjuJ5XwkDKG4ChbAG3W5XnU5HjUYjvFCH3ZlUWrJm0+lUa2tr6vf7WltbC4fx\n1mq1cNjM8fGxms3mHNpcWVkJhhPkMxgM1Gq15hCZ7xBmjIzfuQjmgvXx0A+Z8yIxdyAexjiR7Fya\nG5BFTpU/jlbO4z4WtUs1Et7pGP7EA/AJWDQ4j9WkGfzGk/okc4QZmQU/om6RZSYkQagdWuNlvYKS\nvvIMPxTFuRY8K4qEMXEjhRBxDwwG13C9v9z4/6fu3UJk29b7vv+srtWru6ur+rrue2+dvW1JR8I6\nimIkmeTFjp1AHLDyYsuBODY4EAiBQCDg5CUEv9gGkxASHEH0IPtFxg6JFDCxCTIKCUS5WBIGCaEj\nnZx9Wde+d1V3r9XdNfPQ/Rv1m2NVr7WOLvTOhKa76zLnuHyX//f/vjEGQsaeDz67lNDIBgDj5YpC\nG2/6ytoJM/UmK5nTZFYnQvsg6nq9XlmR6crJ2gvbUC4sXK10HY/HefXqVZ4/f56dnZ1cXFyUQ4hI\n8/I9yOetra1SY3H//v1ykjjLz5OUVaCXl7PFfCBbVuMeHx/n5OSkrBJlzDAGnjPabcNfK6/5KIwi\nIWzTNJ0VrJ5nnls71vqqjQCf8djW2aibrlsPNwzJeM3xFe/NY2Hr/1FOYLgLj7xpiicWiEpaajwe\nl6o42gLv4H0ieB2YOh6PC2pIZpOBUqIg3NcCRLWkvQL9xdPbe/sZ9Ns7SGGgWJpO2g6yEcWCO8E4\nOV5GOVywNJ1enYVhAwXRaYF0KTdbzy0sLJQMho1hzWn4+fA6l5dXxw6yxd3u7m7he6h9wMiTcUr6\nZwAAIABJREFUQcCoLi0t5f79+1lfXy+b8hJqLCwsZDgclhWeLqYiDH358mV6vV729vays7OTo6Oj\nzjEHDoeYC/NL9Y85Fi/oY+8SOBDGteaYak7iXXpghFjrmfXrfdetGglnNRhArFtdDVbDN96rYZmJ\nQgtL0j0Mh8/jXSHLvOIR5bPRIr6vC2Io62XSkxknQNtNbJo0NOnJxBpSYoi4l1OtRljUMfAsYDcr\nMuEYHFqhnEn3fFTPASGA+RBqCfie2+G2Y5gwSqyqpe2EGGz6Qk3EeDwuWZlXr16V2ge+s7y8XNKa\noD3CSwrFyFBsbm5mNBqVca/36cDAME/ewAYE4/CGzBTyV4fHdi4OhY0UGBvGGMN6enraKdTjftzD\nJKkNTtLN7NUIpuY5bjIw865bRxJJd10GHTdycJouebsm3RaTmNtnQEJk+bueRKfHIL7YXg30Ucfe\nbidWn8/jlblqAgsPwoSjSEl3rwTHomwRhzDBrSBQIBWHW7UgeBdvGyNgNUpS8yK0A0QAmjABhrG3\n4amP3cNgswW9OR+ecXBwUOLy8Xic58+fl0NxqMCEgGRVJgiCbEHTNFlbW8vGxka2t7dLjQt9hZOh\nvZSPOxRkzQrl6Jw2Rp2MuReHSrUcI7fMB47Ec+uwBdSapLMGx87UDpRnea7m8RPv4vfeZyhu1Ui4\nI1ZeeyE65RJfDwxKaWFGyO7cuVMYfy+mqi0q97cCU8vgGgPSoHhVJo7szJ07d97KhtBG7uGyZYcP\nsOw1wQkqYlUhbbByug/AWHMM1G5Ql+DQhTFjDlx5Ca9g9MJmr+zhaRIYQ0oGgjBrMBiUOWeMer1e\n2dEK+E6RGXUPr169KqnQi4uLLC8v5+HDhyUEQsG87T97kK6vr+fevXvZ2NgoSAjUZuLWe1aitOwb\n4Z2zIEXtvZmD2iDbqWCInM6vyV3LMfdF7ggjCaHr1cQuaLMOWYbqy6FdbUzmXbdeJ+Hf9WXhrQ1K\n3TkG1xmNJAVJWIFQsnpiEOxktueDqy7x2uPxuEw8SpWkcBtGISgK/6N4CKsZbYdftBEl9I7VNh4m\nyDyWvA6aMr9g/sCZDMbViAK+hHseHR2V9zBsIDIMCYrPfp5sN88CNEIeh0TsIYkROTo6ym/8xm/k\n7t27+b7v+75sb28XlOfqVghVkAo7ZK+vr2d9fb0T+3MIdK/XKylMMiOgvzoEQxaGw2FBKYwphpTv\n2IDUy99rMta/k3Se6zmkyhXZqw1ajeZsFDyX/O8QBEPxvuvWN51J5i9E8eUUz7viKpBA0t2rwp4V\npTR3wOedK6c+oI4BzZH4vWS2+etgMOhMuolGDAttof02VDVXQ8izsLBQuADCDf6GRDO3g9IjDHfu\n3ClhmLMSjq8ZB3s6vHbbtqUoyZ4c9IZH98axIKujo6MkKaHB5eVl2VNyd3e3wPhXr14VnmI4HGZ/\nfz+TyaSMN2lI0BsGNbkypJubm3n8+HEeP37cWZDG3IBK2rbNV199lefPn5f74UCMyhjPlZWVbG1t\nlWeChGpegHF0jUzt/f15f4dQyEQw92EhGwQnzqPmJOrwo75qJGMkedP1tUASXPM65Q75OyZ/HEfj\n+b2Y6SYG3/APeOisBDlyb0WHN6nhXTKDnfZ4kGz0BYV17T/frceCNiE0Xi+SpBgKK7i5FS5zHqRx\nLUwm8awYDu3wjv1+v5xghqFwiHRxcZH9/f1ObE64xL4WnNyO8DsUgz8aDAb5gR/4gTx58qQYbT7P\neaAOSX3e6Pr6etnJvA4tGMunT5/m5cuXOTk5yZMnT8rO3My1HQNZktXV1UKyQpDyHObXjsuZiRrh\nzQu1mWs7GI+vDbMNOfdl7m7iI+ahmfcZiORrZiTmvWeSxUJtRXVsTZmtLabDi9qKc2HF8RRcKAMQ\nt67cxGuzchGCDO/DyU9ARRsG2m3CD4+PYaM9richjPBOU3W4YCYd9AJXguDjhVEM+svfFioz9cks\nNq4N+N27d4u3GwwGxQOur6+X8u7pdFpO5+Z+hHSrq6sFkayuruaTTz4phhklnkwmZT6m02nJRrD4\nipPQCWnoP7zMV199lRcvXuTg4KBso7+2tlbGle94HJJkY2Mjw+Ewx8fHHQTnjMI8MtBhs8e5JhOR\nDxPaljF/j7bWITdzVPMfIMJ54crXmpMwcqhRhAfQaSbes6FIujXzeHAPOIqUzAa6tqZwAC6YMonn\nUMbenfz/4eFh8ZaQXmtra4V5Jx6mPyghz3BakwVYringeya3aAPGAsNBSGAjwmct0IwNz63RA9+j\n/1ZWCy/CyOYzbEXPd31ClBWce2Csjo+Py2a67DK+vr7e6QfntHoM+R/kAOphHDBcbAGws7OTZ8+e\nZXt7u0OUM36MP8YRvml9fT1fffVVGa86FOaqFdVGvB5/5hhZ9HwQZpnbSmbFhzY6GLibDIE5F8/x\n/y+MxLyww51I0lEUX7X1JoaDFEy6BwvXJCGDZAjPd2pIx/s1OiHEuHv3bjlfAqEn64FSM1k8A/Rj\nRWbC8co+0Afo7oVOKImXfVMx6LEl7ei+GiLPi2VpC8akzhCZsMRIfPzxxwUFwSN4YZfLnzFcTu9i\njJw5qVGMZYV5JYRzFoz2TyaTHB0dZX19PYPBICsrK7l3714xxMlsvw7Ib8sHPAlLylk6XpPGdcjh\ndtTy7blAFpwxsTzg9FzdCYdi5Iz8W5aNVDzHNnDvum7VSNQIwRcDfufOnRL/WaHr2MqwyYgBoQRh\nGILXqSgssXPTTACGBaUnHcggm1is04K0gc/agzoV5c/by3tfShCKq/UuLq7O1vS2ar4398Mbsv+E\nU3c2VIwd8+BVrnU9hu/tVO5HH31UshVwCSADQ2LmmCKrwWCQg4ODMk4YkHkEnfsPiQhiY+4x9isr\nK9nY2MibN2/y5MmT/PAP/3BOTk5ycHBQwhNSpYwfRXMsSLu4uMjm5mY2NjZKCb9lsb5q9FvLLJcN\nIHNhhGciuj7yAbmrnQRzyLOo5qzDZBu1m65b5yRqNOH8vqGYrXSduvFk1aSTLwaTCyVxwQufwWrT\nJnsDp/C4L4bHcSLW3wjIhTs1BOR5EFRWJJOeLryBB2mapiMEKL0hKF6aWgvGAE9FTM98ONQxbPXJ\n3vSfNpkQBrnYeDpEtBHD2xO6URMCV+Fl5U5x+28MBYVXlg2cAOimaZqMRqM8ePCgZFqQDS8R39vb\nKytJFxcXMxwOSzhFNgmnUYexXM4kODSx0bPhRXaQYWeQXN9C/YtRiUNKvm9D4Swe4/O+69ZXgdaD\nk3Shl5XFxJy/n7zNb9hbcw8vl65jYhur2jvUbDQCZ6RBfj+ZbaZDWxwDAmMJIVywZHRgo1CXE5vI\npa9kFnymR43SaON4PC7CZgKT0mSjBXMgRk2c7H18fNwx3HzWvxFw2un5pThtaWkpR0dH2d/fL+XW\neMfz8/NCMNInL4sHJYI6yJC4voPPEVLgeEAeoAyKpnZ3d7O2tla2xnvx4kW+/PLL9Pv9bG9v5zvf\n+U4hgz0vN8m4a2oYG8u7ZdwhMf8TfnoBGPfynqqW2XmOk8I1k903tZvr1o1EbU0RDiCmyTJPRG2N\nuWpLziAwKNPptHhLwz+HHZ4svLXToDWphyf0Tsh4Yk+0V/6RYmW1IqGLCSmUHU+FEUje3h0J+Nm2\nbWmH+0sIhDJSGg2Zh+d0CMZ40B6ef3FxtYs0i8fsuZy2u4ks9Thwfwjfs7OzHB0dZW1tLePxOM+e\nPcvJyUnW19ezvb2dzc3NtwxqMjsGweetYrhMYIOETk5OSiZlMpkUDufi4qIYoPF4nO3t7bx+/Tqj\n0SiTySQ7Ozs5Pz/PaDQqJe7IaC3P9WWjXKMzZ9RsVGk/8sXfDlHpH4bSC/J4nzHiuRisGl3Pu259\n7UbNrta5ZZR8XgyPclhZk24u2qSXiUw8upcX12gEhABhV6MTLocVDkGw7qRAbdmpyMM74MUsPAsL\nV4uN7ty5U5QTQtZsOF6T9tecxOvXr0tIwuY0L1++LBwFBoD7uR8gGK+iZSs59om0wTQi4x58j/AH\n45mk7IDF+KJ8FxcXWVtby3e/+9387u/+bj7++OOy5H00GpV7mg8iRqeE2yd3ueCMLBCZLNAXCNCw\n/PT0NMPhsOzMhQxxmpg9tp2N5bGWlWR2RKSdnRGny+Ehoo1Y+D7fYx6SWTrZhtuI2sSn9yK56fpa\nZDfqkMOGAS9qOMb/WP9kxjc41VR7tDqWxyL75CcTPzURyv3twet4nOeALkALTL5jWO7NZJktdy2E\noarHzePkUIq2uqYDAWnbtiy8Yg2FjRNZChtvuAQ2Y0nSiY2NmOiTFzIZ6dRFbnAItHNhYSEbGxuF\nF/i+7/u+vHz5MktLSxkMBmURF/xDMtvNG4SD8q2srGR9fb2Qj9PptOwlQpk2W9wtLi6WIwddZ3Jy\nclK4h5WVlRJ+cPwgY22SsEa4NgTIlhEj79dhJ7JmZGRHY9TLnDBXSff4h1rHzJEZxcy73mskmqa5\nm+R/TbJ4/fl/2Lbtf940zTeS/HySjST/LMlfatv2ommaxSR/N8kfT7KT5Kfbtv38Pc/oCE09eEYI\ndJBBduxtD4jVtZd3aIAy4IEdzzmsSGYpVBNGPA8FRKFJw5lPSbqnluPpmGRQAnEncNGGzAbPIQ3t\nqyEv4YvJW8bh9PQ0g8GgM0YOdegXHtpjkFzVIGxsbBREZAG0pyRWpn+EHjV/gXCfn5+XfTlWVlZy\ncnKSR48eZWVlJUtLS1lfXy91DyZgSYHSr+9+97t5+fJljo6O8uDBg7IrFado0XZKzCF1B4NBOabQ\nh/14cxyWoLOWwytiGW8jhzpUNofki/eQTX8fnsQEOe8RvrjIirE2MjHK4XvI5+873Gjb9nXTNH+q\nbduTpmkWkvzvTdP8z0n+oyR/u23bf9A0zd9J8leT/Mz17722bb+/aZqfTvK3kvzFdz3DUMuKZQTg\nDvLbtRBMBgPAgDse83mSZCiSbvWgB9gwGm9pz0sbmTRiel7n3ktLSzk9Pe2w9LQdD+yVneZEEBJP\nar0LFgbGxKWRBMaLFPB0Oi2nY9fxLSgreftcUdKxVsgaedgo0T9WYBoJEVtD3torMk4bGxuZTqd5\n/Phxgc8mZsmAYOwpCZ9MJuXn29/+dh48eJB+v19WhHKY8Pr6era2tooxA/24JqFpZrtEQTgfHBxk\nfX09Kysr2d/ffwsF16GXX58XjnBv+k0bzEMwPsgWxsLOlHk3qqn1rHa87yMtkw8MN9q2Pbn+8+71\nd9okfyrJv3X9+s8l+c9yZSR+6vrvJPmHSf7rm+5rofHg2mvXVtq/8QAMmie25geAu2ziSu7cxTQ2\nFob0RhTOMjgEor2EElb4y8vLsvsRS6x9HmftjRkTw846hkUBgf14E4whlYfJzEDSfngQcv0IW52F\nALFBMtoQXFxclDUUSTcU45n0g7Z73pmneq8P7xNB3zAObksyi70XFhY6O2fv7Ozk5OSkbHbDPQ4O\nDrK0tJTj4+NcXl7mN3/zN3Pv3r188sknJe6nD2RViPUJcQhJptOr/TOfPn36lpc2H+O/uWr+wXPu\nlaoYZstRfT/rC2jMiJv3HIYjy27Pu64PMhJN0/SS/D9J/kiS/ybJ7yQ5aNuWJ32Z5Mn130+SfHHd\ngcumaQ6aptls23avvq9DBXtgrDrK4E7UMZnhshn/Glm4EtPFNmQC6ommLdyrrqyzwqB8NXFVK4wF\nCBYe8hLY6JDLCuzxsufmOSiRDebl5WVZaMZ9z87OSljDd51Cw9DyDFduotyssZhMJuXzZslt2GtU\nhwI4RHOmg//xnjUBxzghA5C54/E4X331VXZ3dws5C+FLvxlT7n1wcJDDw8OyUS4GNEkn20EGCn7g\nzp07Zfn7yspKWeFqx+LfXPbiNUHt+TahiryAcqwDDpNd0l8bJT/XbfsQFJF8OJKYJvmxpmlGSf6H\nJD8072PXv2uz1Oi9ty6zrky64VT92Xnow4OGEFnQ8MYIoCv07MV5vu9rI+GNS8xs19yA+0WbMVSu\ncqTk2sYSBfDz6zDM/9fhEYYQko/xNCHKxqsuHPN3ifPx0jZ2CDVZhuPj49JuCx59AO3VCkixk9N6\nNUznOz6VvI7Dk2Q8Hufp06fZ398vn/WuUsw9dSyMGSnX4+Pjcq6o4Trhlfe+AEl4BywOBGZ850H9\npBtyYMjt9fkMF1krUvAOE/gsMudydhsF/+Y7vF/f76bre8putG171DTNLyf5E0nWm6bpXRuQj5I8\nvf7Yl0k+TvK0ueIwRm3b7s+7ny3w3bt3S5rQ1Wa8X8d3Rg7mBeyhIJwQVgyGiZ669h1h57IBM7yt\n4T3Pqw8Pri07z+D7QOimaYqXd8Wp+YgaNqKwLF5CIfv9fskCOGfu2B0B8b3rnZq9loExZccmoDm7\nZ2OMGC8XgFl5SCMSsqHQtMUILUk5KNhbzoEMqFsg1GDHMMq7QT30mzFmznu9XtkIN5lV4DIfjG9z\nzZOwD2fTNFldXc35+Xk2Nzfz/PnzoqA+dMlKOg/e19yAUaB3MGNeax1gjFnAxqbBNgp8tjYuPNP/\n33R9SHZjO8l527aHTdMsJ/kzSf5Gkn+a5M8n+ftJ/nKSX7j+yi9e//8r1+//0k33prIumW8IDI1q\n64xhgPQqHerPdqV2VRn3cOm1hXfeZDHRKFK9C5O9Af9jKOq6exsF4kfqDVwGDjqAc2DNA+0waqih\nIyk55/sRMIdQq6urHQSQpBQigbC8ghR+BPiOMALr8XI1ymMlpUMIFA/ymFAoSfGa3omJseK5p6en\nads2x8fHefXqVdnqHmPCdv3IBUoLL8QzqXMwavGcjcfjwo/QXvgrxnJ1dbVs0e90oxGCERCv1WGJ\nZXse0jC/Y9n0Dl04sPp+Nz0PI2Pkd9P1IUjiUZKfa654iV6Sv9+27T9qmuY3k/x80zR/PcmvJvnZ\n68//bJK/1zTNbyfZzTsyG/aGNfyxRa+Vg8uIwuQjnspQmvcuLy87+W0YZAS95iacAsT74FmJc3nP\ni5eYUAsGhoAwp16s5bM1PB6U/trY2dtaAKkWRNgwelY0PDoCbKiPYTFpyb1ciMR4s4jLm99w8WwM\nnUO+pmlKfA96AX1h2Ah9UAI8+qtXrwoK7fWu9u0YjUZlnGmL0SOGZzgcdlAgh/dw4HKSkh52lS2b\nDRstvn79Og8ePCh7TNAXO5c6FGS+/J7l+aY6itqhMT8OhRy6ODxlLmq9qf++6fqQFOg/T/Ivznn9\nO0l+cs7rr5P8hffdN5lVKhqS1ejBysBlSFvneJumKQqAF7Tl9UE5CHvNLWCgmBQMh9OIzp3zHsbD\nvIPva1hPYVIdUqAgGDLCGZTEJCH/411OTk4yHA6LkPA5KyKwmbM32R/S3t9Cjod0aTj98lxYIM0p\nnZ6elueDVFwxSWwPGWjDB5JqmiaHh4c5PT3N4eFh9vb2yjyPRqMMBoMOymC+GGsUhPoLjDmfJ5XL\n9xh/L7Qz0Z3MdgUbjUb55JNPSrm2ZQkUMA/5MU52IpZ30BvzABrls75/Hd6YFOU1G4LaKPy+w40/\nzIuBwLPUkMxQK+mmjvAUfBZlIdb1rk2uPERo8eb2Kg4LHMYQAvBjITS0dDvryaKtSZeJ9r0wFpQX\nc7ANnE1d2VhnE5KUTVtANBgHxphsB16SHwyKiWMvAuNiTKbTaVEuQoo6DdjrXRVuPXv2LB999FFW\nV1fLORabm5vl8OW2bUtqGqRjgnV/fz/j8TjHx8el/mE6nebJkycFObmmAcQE+mG/UhZ/jUajUiPj\nQicKqRhfQhOPMXLRtlc1E69fv87W1lZGo1F2d3fL2Fg2raQeG/63gteZsPozXM6muY6Itpl3+/1e\nt74RLgpo4a85ApSjrjQz2900Tdnu3d7VSmBEkcwOoGVgiemsCLSHVFuNYkwyOpPCxLl82TwJ8T3e\nibb0+1e7WeEB6wIfDAlcB89yDO/xQXn5/uXl1f6RpEAZQ2eEMBYWMoyhQyQ4CbbYtwLQN07//vzz\nz8u2b/SraWZHEMKRnJyclO/s7Oxkf3+/U9Y+GAyyubmZra2tYgQmk0knBOCeQPIkZVt85tcOhL6a\nAHc9BkpOrYSV+c6dO9na2ipLzq3cRsAOjS3jyCryitzx4+/zHs8HFRrNMf7zEPjv9br1s0CT2YlR\nTGzytqGwMXBKjoEB5sOee7C4XIJt7+60501xJM/jmXhm4ma8B79J3VGrQLzt2JJMA9xJv98v287j\npZ03r9Og/Eag+/1+IYOtjGbB7969m6Ojow43gAFxmILSMB6ELSAd4PjR0VEJv4yMgOKrq6vFk4Ng\n4EhWVlZK+TMG+vDwsKzlMHrr9/v5+OOPC4cEm09fT09Ps7q6mtXV1U7YQV8Ir5IrtOXNWwaDQYcE\nRBacbSN0MoeFEk+n0zx48KCkYZP5e6XUsH6eweCqwz0bAs89euMw5Q8CPfi69Z2palheE37uuP+e\nNwkIo7MaMNN8zxvS4rnxajWZVD+HScFIJN0dkh0yAO1Jy2EAVldXC5lXp7UWFhZKtoBFZ660tCGl\nvYab3I8qRhTE8Je/gdakB801mHz190BGNjikX+FoTKKx1JoScNZOOBRp26tTsQixptNpeZ2LeeUk\nrqZpsr6+3tmDEo4Dw4fhqZGe54J2QH6yAO3k5KQYxLOzs/Lz4sWLUtoP6iDkwOgyXxgW8wmWX9rs\ncMQZLtrrUKLmO2qegWfZEf5BXF+bpeL2+oZOtef0Z5hgp9gci/vesNImS03cOS7kqlFNnfVwjT3v\nk9rzBjQs6Gqapuzd4J2hvAkKSptcFQmxuIdwwoVQ9ky0reYIjJZAWF57kswqQms055CN9wkliOm9\n5ZsJWJBTv9/P/fv3c3x8XBT38PCwGAXG1/egfaPRqGQe4CpAZUZeRoHMTV2HQmGSORdQFgpKGLq5\nuVkM23Q6LTxI0zT5nd/5nVLTs7i4WPbvXF9fz9raWp4/f17kgcvOxfJTcw12gPX3Ha7UXFYtt3/Q\n160biTp+8uA4lLDFZWCw0C5m8l4LNfmDtwBS4q1rD1i3w/+7psE1EBgeBJh7eoUihsxGIUnW1taK\ngAJvKV+2J6HYysrFd8zLOGTgu/aoXhR1fHzcWUrsuBnDwr2cqoa7GI1GBe6bge/1rpaAs7y63+9n\nPB4X1HBwcFBQHPNG39m+7uLiohCt5+fnOTw8zGg0Km2oU91Jd3PfXq/XCXXgNFwS73GHB2rbWcYD\nArlpmuKMWGXKEm4Q4pMnT/LVV1/l7OysGALzCg5PHB44w2eF93d9jz9IlPAh160Tl7VSvut/W+Ak\nxZuwwSoeyIpbIxKUBe+Jwtqyz5sc2mE+wfexEoFc4CwgvPx9LjxYrcxWnpWVlY4guX/OuDA+JjD5\nrIWQtnIyt0lQGxOUyOEObUS4X79+neFwWA6tcTrOi936/X45PSyZFcOZF2FsKH/nBG9Si4y5sy4m\nHM0ZGRnC6eAcaGuv1yucCSRo7bBYGk7q9N69e/nBH/zBfPbZZ8XYgapYku5w16G05djh9Lv046bL\nDuB9n/39XrdqJGpi8SbvXVtNZy8wFPVCsJpwrEMbP6NOLzn+r+Ed92IlpY0ENRTcEzRA0RWIB4WE\nEJxOp2VzExONpAEnk0nxWiw0on98lgNrKJu2RwWN2biOx+OSAq53J3KIRqzvbIfXg1xeXp2pQbbG\nBsWxsXklDLt3juKZnquLi4vs7OwUJeb8TvrNPCQptSd+BoaUsSCNzOcJzfif8a25IngM70+6ubmZ\nTz/9NBsbGzk+Ps7e3l5Zfl7310a6luva8VnW5oUi85BuHZ78QV+3jiRQqHfBJw8aAwt6QJiw+iZ+\nPDE1O+wYz6lVnlf/8Hyq//DEht/ewYk6DATWRJq9Nl4UshFlRLBYG0GZ8PLyclEkDBP3JBwh5ncI\nQZ+tJMBiUItz76ATH2dgGExhGaHI0dFRCXOMdJKUake+Sxs8BjY+LiiD3+n3r9aj7O3tlTlgHHxG\nBjJhT40h9LjyPTw9nAcGxft1WDYJOQaDQYbDYTY2NvLkyZOStt3e3i4hGEYS2bL8Ou3p1Hktf9YB\nowc7PP/+wwhDbtVI1EqY3LwYpYZp/X6/5OhRSDiOmxCK035JN3MCbJ33fbcPISf12bazcz35jGNs\nlBAv6bMx6A/KxLoD2uy6CcNWw1lDfzI5q6urnbDGY2cPDLKBxXd1oo2Ga/zxfLTn/Py8s7u1DRLP\n53UTpEYYzKdTr4ztxsZGCVNevXqVb3/72/n888/z7NmzsvuUORLmAxTGD0oP8UsGySGpq3fhWdx2\n81dkNFZWVnL37t1sbW2VFaJssAsJW9cAWa78+12IwCiW/taIxKj4Jmf5ezEit05cchme1R4wmQmn\nvbqLi+z9HFfjobxeAE9Vx6/8j0V3KmseueSUk+/hzW1NIhrVYChQUsfEXoDE7ktUJLrWIJl5Y5SA\nvTIck7utXmOCEPt8C9oFirBQYhT4Hn1p27ZUUzLu8A3MHfPC95kvxt8L2djJm/lcW1vL0dFR7t69\nmxcvXuTOnTulIIz7U4BGH5zihSuxTLkKE6Pk0ndIW44fwBExj4R4yMTq6mpn16qnT58WZMOYzKuC\nvEmBPXeWZf/vz5jMRuZsuOt7fi/hya1vqf+uyyEGnTZEJ/1Vpz+TGW9hJcbjm1TEYBgOewKAto7B\ngarOivBc1ifYi9j4WGHxxt5eDgH1vgjT6TRHR0cldTqvmpOMAFkGip3M3SSzBVCMB54Q44E3RCEY\nW8jHuvANQUThPBYYAdd61GljjBVGzitBm6bJ3t5e2Sru0aNHZQxQyqWlpdJXCqbati0KjlLu7+9n\nZ2en42m9ma7/h9tA7o6Ojsq8UPdyfn6e4+PjsgfF0dFRRqNRKQp78OBBPv/88yKHSbfOIemu4bC8\nc9kZOVy+iafgsiFwavj3Gop8LYxEbdXqmJI0FQJLXJ6kE8diJDzo9piG8L4QAHsJGwtk+QBEAAAg\nAElEQVSEFuUldQoHgjJw8VmHMLURMnT1smyQSNKFoXfv3s3h4WFnARcIhwtEwHugihoFMT4XFxeZ\nTCadUm/uQQag3hgHQ8DSaWdYMKQYHfrLhaFx35zu5XXuQ3vY1XowGJR0JKHSYDAo93HqEWcAV3B0\ndFRqH+o0KaXgSYrhIaRj3FyRCeIzYcw4+KzQ3d3dskXgvEybjcC70ARjeBMCMM9Wk/DWLyP07+W6\n9YpLhDPpWkYbBwqP8Kz8NndgFMGgYsXrONlEHMYmSedvrDeeiPdev35dCn9qI2HDxnOB17QPIhIl\n4LlAbchQGy36yU5Qo9GoE78nKQVUIA23B0Ph2Jst6onTuV8yEzrWZMC/1N7ISAhykftbwRzPM7dc\nGMZ6HNkIBmNMeEBo49Lt2vDg7RcWFrK3t1e2qeN5hHLM3+LiYiaTScbjcTkjxTxT08w24OF57FeK\n0dnc3CzzNhqNMhqNSviDDNUGwuNZG4PaWNQGpr54jzH2eNSf+16vWz8L1GRhbTEpHJpOp6VikVRU\nTTIihHzf97HCogwWLO+jWKc+eT4xdE0gkjbDIGHYzEvwHO4BJE66pyol6aASk4OEMPfv38/p6elb\n9RkoKkpbhxh8jjFjDHq9XtbW1rK/v9+B3rSbkIZxQGGNuhYWrs61GI/Hnb7xbDwwyABSEMRBzA/c\nd2Fcks5ZHRCOPrTXNRIUQZ2enmZ/fz9HR0ed7e/Y+9JZFvMSjDcGhFoQ5IjiKZ7j/SgfPHiQV69e\nFSO3srKSg4ODjnK7Hqc2FFxGin7tQ673GYnfy/W1IC7tLQ1Te71eRyCBmiiADQUCb6G24ifdczmI\nvWvuIZmt+uRvnk9hD4JPrp8zNOsDbsnL49VoD/c254DSEurUNQxUFV5eXmY4HJZ6CBRnMBiUsMiG\nkz4ks0Iuxoj+Li4uljMnzHfwN+EIfa+Xkycpi6EoczeqIOwz8QmP4M1oXGzlVZsYkvPz86ytreX0\n9LR4fOaRvsJDvHr1qnh6GwdSv7Tj/Py8ZHao7kxSalZYru/FZMzD6upqMSIOX+A1tre38/LlyzJP\ntAXngmzVBH7t7R12zgtL5hllI5N5n6lDnnddt74KFCFK5hdPUaSTpAgvnzEHYU4CHsKW2J6QCfWG\nK0YQWHoTSUYCpMZoG5633tQWJfLmJY65USKvrsT4EPM7/w3cZcWjMxFs32YUBEqxF8MgUfhEnE6J\nNgqBkfLYeM8I7svrnK1JrQeGCyPGfPV6vaLgo9Eod+7cKZwEayK8SIr7o1SUarMIy+3luQcHB6Ud\nbdvm3r17RZExog71kK21tbUyvhhROJtaLhlTbyDkrAJGZ319Pbu7ux3FZ848t74388c1L/Tw6zXK\n8Ot1DdBN93zXdeuchHPzVmoGA9Ycr81nUVgX49SpUQTLSsaFALIPAfd0WtSW3pbZRUyu6EMINzY2\nkqTErjYcRinwGq9fv85gMCgVhefn5wWu0h5CLziEJIW0w9gAxVFWw1naT+ERz0hS8v3srsRr9L/e\nfMYhkdO4Ozs7JWRA2QgbbLQIg5aWljpLyUE50+m0s6Gs07uUQC8vL5fwBgVlmXnTNJlMJllZWSmo\nizABA8E97969m9XV1YJumPvDw8Oy6Yw5LdeIWMn5G1K93++XjFS9yhY5qNOhvG7+on7fPJTft6Kb\nDK2NkJHQh/ITt57dcGcc7yNMTB7C5jibCasJS95z4RQTYgjKe8BBPseFcr5+/bp4K8IJpzHxjgsL\nC2WfA1AG6w9AFZ4wYCHEGdkI2mHCC6Nkb00I4t2T4CVcQ+C0H8jFyApSFELQCIXsglGbDUbTXO1A\nTZ0CimvPjyFNUhAXHFMyM0jmSjAKbGmHcUTBmcf9/f2cnp4W789nhsNhLi+v9oBYXl4uRoMxYNGZ\n1/6cnZ3l4OAgyWyvEw5VwvlYAR0iWg4Zl+3t7QyHw+zs7LzFD/H3PCNRZzv8t52Mn1kbBBsbvst3\nLHsfwlvcqpGA9KrzuCaJQBLsA0Hn+JxTgMnMQCTdCkvn3lEyw7p6cB3P46n5DtDWq07xzsBfUnRm\nuEFOdckvxgjCLEkh9oDmtIWU4cLCQmHYQRkOXWx4UXgMWx06cNDMaDQqxUMYGvgVDKOXnNPnXu+q\nJHxra6vwEnW2iXF3CIexwgCymQ3hE8iCk8KojZlOp4WYZJ4YO8YX5ed5HByczFK/i4uLJVM0Ho+z\ns7OTg4ODzknrTTM7M3SevGI8er1ecQ7UaAwGg9y7dy9HR0d5+fJlx9C8i1ycxx/UZLbn08jCY+7n\ncS8joA+9bh1JwA4ns5gZIosMgUkyT0o9mK7gs0WmtoIaBzyVQ5Sa6LFCUZ2Jcl9eXpYwZWVlpXwO\nko/vo6SQgBB+LrLyROPlvJiIbfe5L0TZ69evSwyNIWnbtrNIDI9Zw13GEA9OynB9fb0s58YA0CaU\nnr6bKCbUGY/H5RT1Otzp9a62qX/16lW2t7fLPhQO2QgnQCLwAdz/8vIyh4eH5TActrzr9Xolnct6\nD4wpckR/4Au80O7w8DC7u7s5PDzM/v5+zs7Osr29XeYRxOCMg0NU5MbrTAg71tbWsrW1lYuLi+zu\n7r4F85kPLpPpfp0LObHcWgf430ba/JF5tw9FEre6dsPxVd1BwgUsM4jAnyf8mMfm43W8DyCw0jX6\nKGsdezKohvb8jyKi4NQT0HZbdvri2om27R5mbGWC6OR1lNxEHkZud3e3xLxOaY7H43JvDABj5JgU\ng7S+vl4M7Gg0KkpXj6fjcgscBufo6CjHx8ed4jX6kcyg+9OnT7O3t1cyNOfn52VMvaUflYyTyST7\n+/tlw5pXr17liy++KOPBbtkYszt37mRtba2s7UF+HNZAmu7v75ct+sfjcTH6TjMzDhgg7sFcOpTF\n+DBO9+7dy9LSUmdXLsu7QwJeN/dRe3wMh+tePMa+h1FHrR/fy3XrC7ycagR2u6beXpb3rcQOS5zh\n4J4YCxQP45N0D7W1hU3yluUFavO6U288m5JoW2pOEQeiQ7Lhhb2+ge+QOuU5ycwb4FFtPBBecywo\nnEu3HdJhKEjzAbG3t7dLibd3onYql+9bEJkbL1X31TRX6yseP37cWRDmTYCSWerx5OQk+/v7xbuP\nx+McHBx01p2QNYHwRZ4Gg0HZFRsiFeO6srJSTt/invAay8vLGQwGWV9fT5KCiJh75MUZDPMUIF3W\nazDHjClygkzXvEMdFvg9nIRl1bJ+Ex9R33deSP2+69azGw4LEHhgolc78nn+rwlG3nPMZcUmM8Dv\nOnvBYDpc4X3eM4xGwFmFCqNPW/DShA6Qfy7OMZ9RQ0u4CVCQiVugNBkAyqhtJOAZMDo1sWWDi9F5\n+fJlHj16lI8++ijf+c53iqEA3hMuwXNgvEFjbELLCsl6nvv9fh4+fJhXr15lZWWlpDvfvHmTvb29\n8h32rsRYsMANVLSyspLNzc1i2ECLSQrSo40YT7JIZIx2d3czmUxyfHxcDIg5mKZpypZ19J1FaOYm\nmEPvZdq2MzKaQ4VZWo4B575WcsZpnvGYxyHUr88zCEYP85DEh3ATt24kagMAuQcXUa84NGxKup2s\nIZrjPSOC2iLzWRsfhBSjgtC5ApP7YMxARcSv3I86AiYHkpJ+EPd7HGjHyspKJpNJMU4oBu/DtbBK\nEqXDy6KwpEtBVBhTk2/Ly8t58eJFHj9+nAcPHuT58+c5Ozsrhw97nBkz+s94jUajnJ6edkImnnN6\nepqlpaVsbW3l8PCwY0ghhBlrDDzohJqDg4ODYmyHw2FWV1eLB4fg5Hte/YkhePXqVSmmevnyZQe1\nshEu40G7QFS1d0YG4D0cguLkMJ6EHBwsZE7M4Uvy7sInG5b3Xci/jc489PC+8OPWD+epjQOw3PG8\nB6bOLdce0rFibaltKHh+PUBGIHjIpFuwYgNCVaRhOXCTDEGSTj4fJbfHdYUi40Bef2NjoxR+4Q2b\npinQfjAYdFZ9oiBN0xRCz/2sBYex2tjYyP7+fiaTSTY2NkrlIhCa/iWz8l+QEUaS/SPH43Ens2Ik\n1u9f7ZGB4ZxMJp1CL9AXoVK/f7U/5nA4LHPqIiwMHOQt82IP79O6zs/Ps7e3V4rfmqYpKz1BSCg6\nY0NFatKtITHaRGaZB4w2mwXxwx4YNW/AfDBH/hvnVxuQWnbry4YCGTZP8SHX16Is28RSHbc5x57M\n9/gIrHPAZqJtIGrFt9fGskOaQWYymBgHvA6wkRJshB4lhZm3VwEx1HtkonBkQuiPj8kzGUlIhvB7\n6zbzGRsbGwWK20DyTBvW6XSae/fu5dWrVzk/P8+DBw8ynU6L90PQrPhA7+TKELIrtsMvlMhtgx8g\ndJpOpxkOh50Tyt1OwjtnWVBEOBxIT1dAUsXJfheQlvfu3SsIbTq9Ojfj6OioU4uBMfKzzE3QR2ef\nWGhnIwyKM6HrMMLKPy/sZe78WYzqPEMxz5Dw2yHivOzJvOtWjYRz9ZS31hkNFDnp5owRTDqNkBtJ\nOE3k7EAdYiSzCkxnRXhm287WO5jM8jLglZWVXFxc5Pj4uHABeGCEiEKlGvaZx6BPPJfQBGKN1Bp8\nSNM0JTvAuKCMh4eHRTkQViC08/UWJNJ2r169Sq/Xy6NHj9Lv97O/v9/Z5i6Zpaw9zqAIF0sl6cwz\nxpK0J6iK+hJ7PAyn5whH4nHD6NI/ENzZ2VnhEkAe3Hc0GhWO4Pz86rCgw8PDskrXhCqyRXEZ71Oi\nz25Udh7wIOx9eXBw8FY2z/zX93rVBuF9n6Uv1hfk7V0G49b3uFxaWippPKA7A4nldUiSzKwqxTPE\nhF4043ABIfYCLRscoww2EUEREEj+J8zgM3ye9iTpbGaTzFjumwxZMtsXwyEYxuDOnTtlQ5N6O36I\nXhAQxoJ7shcDhVf0CQUzwdi2s634Njc3Cym4vb2dJ0+elBO5XdzlEl/aiiGbR5YZWWFo6QfZFpPJ\nZDtABDWJDJRH2Rz+gfLsjKiMNS/EAjcMjxewYXi5N2tOWLPTNE12dnby7NmzTKfTUpxFfzGklJ7X\nxU01cY5e8NttmMdHOAypv/+u0KR+zruuWzUSCBRbkbk+woNpI1ErWE1cJrN1HRBXdfqu/j7wkqo6\nBIwJdD1GMlu7gUcB5vr7jrGTlLUnhnk11HR4hHFMUrzcxsZGEeIkpQQcz+i+Y/z29vZy9+7dshmK\n+0X7HIsnKZ6ZzAYE3yeffJJ79+6VOeMZFCuBaobDYYn3a24IY80YwRtQnGbDA2pgbOEebERPTk6K\nEjKPGBXkyenzxcXFt05zRxYo3qOthA2gEOYZDohn9Pv9cto5Mm1yl346o8aFY0N+PV7+4XXzO5Yj\nrvp7vHYTYWnne9N1q+EG4QXWn455opK3y6/nKbJJJLx1MluMhKCgvNzHaU2npxzGWKAdv4MqUKjT\n09NCJlJ5SM0AsNmGwt7KPAqKa6MGD+H+93q9zipO2sjYLCxcrU7d3d3N/fv3s7u7m7W1tc5CKXMK\n9kCXl1crRdfX17Ozs5O9vb1sbW0Vg86qz6Ojo7d4CnazoqajvpxWNppD+F01SZ8wEmQiGCeyCq7f\nACEQGtEv7mFuxOXWoDTCRZeJE9bcvXu3HHFAdaj5KJBYkmKQzI2Qjq7JRJOfRpt+j7kxaoCortHD\nvM+53oXXPoS8/GAj0TRNL8n/neTLtm3/XNM030jy80k2kvyzJH+pbduLpmkWk/zdJH88yU6Sn27b\n9vN594R8Q0FcWenXbSRMJtWIwCSgFcWFVAy+06Dk5bk/75uhxrOb28CoJLOVlLzO85IUxp4FXzYM\nKAbG0jF+LSiHh4edRWLOgsAX4E3xlJeXlzk+Ps7GxkZWVlby5Zdf5pNPPumMJ331M/Hw/X4/W1tb\nnb0knj9/nkePHmU4HJYzOTc2NvLll1+WVCbzSVtRzDr8sMFgHBkPwgTahDFYXLw6Xo+zLugn/WfO\nmQeeA7L0GDGfcCSu0qRtzMfr1687K0q9tsbkMv2kHzx/aWkpm5ub2dvby+HhYelXneKvScraYXLZ\nENQhSs1z8BnrVJKOjN10fS9I4j9M8htJRtf//80kf7tt23/QNM3fSfJXk/zM9e+9tm2/v2man07y\nt5L8xXk3xAoaOTi7wUTZIGAkmAxicISJ3xZICCRPOoLhLdYtqM6uuGaDNrgWgc/SF7yhFzrhTUil\nuc2UYrsgqvbATCZeDCVGQPFYeFcMH2Tcs2fP8tlnnyW5OlX74cOHJfXIuFEn4LGuy83hRw4PD7Ox\nsVEUdzAYZGtrKwcHByXrYjSTdA8dhsRFwW0YaQOftcEhvIPg5LyPFy9elNJncx7USSA3GFQvs/fm\nNxhNkByG0lsWOnNjFOxsg8dvYWGhLElfX1/P5uZmZ1uAGqHy/XnhhwnGm9AD97OxqJFb/fe7rg/i\nJJqm+SjJn03y3+nlfyXJf3/9988l+Tev//6p6/+T5B8m+dM33ddkDMJhpbKHZVDwKIZNjvXoPN6f\nQQO+enOS09PTnJ2dlTp9wzo8P0JHu2gH+yDiWYjRgfIUAPmeSfdMDmdofPoVwuLJJZsBwUeYM5lM\nMp1OSyiC0GNwzs+vzsU4PDzMF198UYi33d3dzv4JIDh7bnscZ4UePHhQOI7BYFDGcDgcFn5gOBx2\n6iKSWYrZlYsYGUKx2nua2OU+hAXUgmBAqPYkU+Iwkb6trq5mbW0tbdt2FHd5ebkz314Qh8OBJIYb\nYSFXr9fL5uZmp1QcQph2gvxWV1fLalmMEYbMP5bHGiVILztIwA7Q8mN0fBOP8a7rQ5HEf5HkP06y\ndn3TrST7bdti1r5M8uT67ydJvrgWisumaQ6aptls23avvqk99fXnrxrV757LYC/uQUy6e0jw29YT\nT5VcKSgegQ1anDEwccrl+6DYZDRQXrzN4uLVsfWUYbNnAcQihofYmFoKT76tugk5xsKxPkhhb2+v\nCL7vBUJB2Q8PD7O8vFxO637+/HkePnxYBMpIydAZA4mSY7AQ4sePH5d9M1ZXV4uSYJCZa98D5bYC\nMP4uRmPsMVKkVo0q4ISSlGxGrUC1R2a7P7cHBEo74ByYJ2pWkM1kFi71er2yX4XT0bTby84fP36c\nL774Ii9evHjLGNZ/v49UtEEHQXgBY02azkMW77veaySapvk3krxo2/bXmqb5k7x8/eOr1XudW+i9\nzkUuO5nVTNBoe1kXoZgLMImVvL1BhwXFVhTPByIxC46xcOUn8aqJTGAru0SBeID+CIpjv+SqjJpN\nU7wrc20c6K+Fm2XImpskVyd/nZ2dFYEm5DEphoF8+vRp7t69m42NjTx79iwHBwfZ3NwsVZO0A6SC\nZ7LiEua5SnQ4HObFixfp9Xo5ODgosf3R0VEH0pqncWoRI+tUoRe/4ZlBhow590R+GDvep73MKx4c\no8jcOhRiAyAyXsgYpGUyW0Q3mUwKynGI6xALWecZg8EgH330UTmykHaYR3NozD1rJMFrJuPrsMQG\nxIbCc/IHgST+5SR/rmmaP5tkOckwyX+ZZK1pmt41mvgoydPrz3+Z5OMkT5umWUgyatt2f96NP//8\n89Kp+/fv5/79+6VjGAdnAJIZCQifgHA4rnX4YXKQbARKjIdnoOuaDAwF3wWKMrA2FmzD5r0cUFyU\nm2eBOHieYScT7lDLk+4l1c7B+zOMkfkZvPBkMsnv/u7v5rPPPsvjx4+zv7+f3d3dQk46ZOM5Tisy\nNqApXmvbq2KtZ8+epd/vZ3d3t5C58A98zulkHAAVmMB+xgMCc54DYP7qmgycBoYOBeGyA/FrjCV8\nEt8lVMDgTadX1ayUV4OcOHWMlDCGGoVnLJD3jY2NvHz58q26jCSd77m/vGeS0/JIv2wk6Judkde0\nvM9IvJeTaNv2P23b9pO2bT/LFQH5S23b/ttJ/mmSP3/9sb+c5Beu//7F6/9z/f4v3XTvzz77LN//\n/d+fH/qhHypxWp0WTGbMNINm7w2c9kQ7jj05OSmxMSd0cx97MJSxFiggvmGcwyNy9Xiatm0LP8Bh\nMTU5h+DTHtKRjmMNqd1eioeMai4uLjq1C7XSmJ8YDAaZTqf54osvcnJyUtaFPHv2rBgw2gFqs6f2\nPcki2FvhMVdWVgo3AxHpmgDPI5WkJrFROnMCyAW7fjFfdQqXvzHwGKHakZCh4PPT6dUiMZ6PszFi\nODg46Gy0CyI00qFgzO1hbHgepeEgp5pXY/6s5HaA0s8Oh2XZ9ZjUJC5z6u0Kbrp+P3USfy3JzzdN\n89eT/GqSn71+/WeT/L2maX47yW5uyGwkM7g4T4BMuBgp0Dk6DLz3ak1SX8BieAi8MJ5mHmrwZCez\n0mCUAqGBQOTeyYyUNPx0rp8JRdkRfjyUq/gYB3uNtm1L+bcVkz6y0QpFVq7t4HkswDo5OcnTp0/z\n8OHDbG9v5/j4OMfHx52dq5umKWGTuSCUj92lvIMVIYjXljAGIBwUidOv4BTMM/C7HgPmFeXymZ+W\nJ48hCM2cC+Eq7bNRHo/HhRSFt8KQY9S9uM8hlL29CVDGiDCmbduyLyhjbJ6j5hDsOJBL+jePY6hl\nyPeteY7asLylp+98t7ratv3lJL98/fd3kvzknM+8TvIXPvB+BXLXJIpDBStajRo8gAwyHo4MBuGF\nq9TIWPB8/nYBUx0Xc297tbZtc3JyUkguhMbVl3gKvBWe0HX9PI/SZhtIhxxsJY83QMmOj48LgWnP\nhEIm6Yz16upqJpNJnj9/nq2trbLRyuXlZXZ2dtLv93Pv3r2Cjkwm83yMJYjAGScQFc83OkRQ2c4N\nY09FqY013zFnxbNJLdIulqK7z7QHx8GYsLwepOJd02mTayIcnjrMcbrW6I7xd9UmDgqZohTcyuuM\nRo0Y/HcdflhvrEd2vNwfA/eh161WXHppc13UYSXBexMzGpoRhhimUTVJ5gKFTWaGiTDAVXw8lwlg\nYF07QJvtUWmDLT9GAGYcT0cf2aCFtjLx3ueR14x8MHZ4Urwph9YQ3/JZ8wg2WhQOvXnzJl9++WVO\nT0/LYq7t7e08ffo0L1++zPr6eiFYHXaRpQGyX15eltRq0zRFwZivpLv1Wr9/tfP3r/3ar5WzKe7e\nvZu1tbWicMyHY3bew+AzT1Q9ek8JPDbfhT8y74OBM9mMnDh0wLi5LY7pUXbQA4pvlNnvX20VSG3H\n+vp6RqNR9vb2iiNknHi+L8uXX2Oc5hGTNUowh2MO5F3XrRoJH4zrxjpGInxwPJmkGA0mks84tmSy\nmFQm2iilHiQTanyWycfb02aez+axbAO3v79fDBHnYHBfw26OxvPmNjybLAXPQynYhAbhTVJKwCkn\ndpjDfV03gnFNUsi5Fy9e5ODgIPfv38/q6moeP35cxpOxZOm5SU170YuLq3MwCSM4iJd5tqFaWFjI\nN77xjXIU35MnT0of2/aqaAy0l6Qz/xh90IGP4XMohkE3P+GQlXoHTvACLTDXkIwYZWQFT+wQjD4h\nU/BlyCPrbyAwMVoPHjzI06dPy339PRuDecSr37OT81Xzaza23Ot9160aCbwMA+KYsY7hGWjHtz5s\nx+9j2cfjcZJ0tm/D6NQxrj2IvR9GyJWgKL+zCYQ1hBKEDmRTKDqCAae/yeyQIhsvhMVj0rZtWQPA\nKdlwCBhK/qeN7o8Fhj4T3oBsvvzyyywuLmZrayubm5tJUkITsjT9/tXS8cXFxaytrWVhYeGtfS9Q\nKrw5Y2lidXFxMT/6oz+aV69ele/5jA/qVxw6wAORYXD6GgVnDGmPeRJkBpnwWC0uLhY0xjy64hJD\nYgdTZ6RsPFwu7mMWQJcsvCMdbXLY8mlOyEjBMlsbA3Sivg+fn3efm66vxfZ1hoRJOobDvIORQA3J\nbBGBwS6vxou5OGhe2skxpa2zoSuKy7F4GCg+iyeibuH09LRkHpwXdwEWwuzJQ0GA5ygIAk8eH8Rx\ncXGR8Xhc/qeYysVihHYQmwht03RPNH/x4kWOjo7KsmgqFTGWy8vL5SCb5eXlHB8fd1DM5eXVtm2Q\nxcydawJQuEePHhW+hb0zjDqSGfEHwoNcfPPmTTY2NrK6ulrGGCPt0MupTNqJDBE6OVPCrmHIAqjN\nZGTSrdVAPrg/YRB/s2KVuSXkIxXtEu1apmuug8vE5Dz9qpFCzVfQ5nddt36quK1kMstxO79fGwNe\nsyFB4S2kl5eXxbMyYB7k2vPUg++CH9rDzkWw8cS5hAzs1Ly7u1syEdPptNR0IHzcj5w8CoQRNHyl\nrUwmVZ7e7s9jxji5zNnrUyBYEXYUgP5iCF6/fl0WUbHd28bGRilP3tzcLGO7urpaNpWFuzk/Py+G\nh/AAA4PCUMnI4jju4XZj7JqmKcvQnabt9/tlRTGooV4gSP8IHeg/CMxI01WiS0tLpa2ucwF9OFXK\nPZAd0BH3Av3QPsYHbmJnZ6cYMWSwDjlonw2J5Z/PmQCGOOY9cx8fct36CV62Ys4A4LlNyMAx8DeD\nxevcA8XEyCBQxPq+J4NmoswGyTX8KCTeG2QAO85kuLDGxstFNmaXKXKycGK4HOcaZVAX4aXOoBwK\nn0zS0fbpdHYwMde80mkMCgLY610dYnNwcFCWi+OZqQsBpbAJDDtiGSVRqelQq2lmp5Hzv9OqGDYK\nmEBgoEV7Q0N/cwhNc1WXQajiQikQGPJHWf1kMimGltDOqXhzIMw1KIasC4aC7ywtLeX4+Dh37sxO\nG+P0tL29veKETHbXRKMNkxFyjULov2UIw1BnwN513foJXraCdIpB8D4BhqjuLJkFDIP3hJi3BsBw\nl++5stMKipJggPBAyexYOe4/mUwymUzK6VSHh4edmgAToPYE/X6/GBT4C57FvedBRoR1OByWTVwx\ngAgABmRtba2zmpP70U8z97zOZbTB64eHh6Wm4/DwsMML2PA7rOHZLsBivjEYRmqsZIWoBbpfXFyU\nMK/f73dW9ybpKA7wnSwG40u4QhswNuyNwU5pXsBn4+oiuZq7olITTqIeV2fzQL64EM4AACAASURB\nVD0sMjNCYUxqjsLhig0FcgHacUhUyw6/38dFcN16uGESxeQaSosXYJJQhroABg/BoFkw+T6Wmf0O\naEMNF3m+4Zitt1cK4nEvLy8zmUxydnaW4XCYpaWljMfjAqeTrmFJupvf8ox+v19QhfuBsLid9Jmz\nKQhdEE7+55zO4+PjDuIyB4KgefzpK98BsQDVLbgmQhFih08O3+BBGBN7SrwuGSCqSVknQ8Up5DNG\nDzlhjEltcuAwxsQVoCgSyg03wTmhKCxEJvLnmgfQjsMVEJTlzbIO/8EmNGQ5vvvd7+bo6KjUejj0\ntCM1okSGTKJjhJgf5s9GwUj6fdetI4maZfXkgQw8WBCEKD0dxaCQKXAMRoyNlzOEsyI6rjMJZYRj\nC+4KTJT15OSknAdxfHzcgdMYF9ACbXLGgr0SvKsThg50BMICCcHae4s1FAaCk+P36noSBNL1HMls\nCz2eb4/GGDK+XDYaGCBgOX3mOQ5tbJgIxeiD5QPkwBkWBwcHZd7ZKxOj3e/3y7b+8EU8AzmA1IWj\nYWk/u0xx1OHBwUHOz8+zsbGRtm0LR2FSlBDURV+uz6ENvMezeW8wGGR7ezsHBwdp29lSc8aNcal5\nCqM2P8uZOF7jstN8X6iRfA2MBAJYk5MIMV6aAfD37J1YGITiMGj+DIJL7OiY0fEbg4iRQKjNFrsm\nw3/juR03u10m4rwwC37B5dSkQG0QIOkcs3sdA/cjrga6QpySqgQJQeQBi01iOs61gam5JKMRG9nL\ny8u5aW6TevV9HIIQFprIg5tIrpaFHx0dFSPN/GAoqB9BYZvm6qzTOh7HcBGaYdQxvBsbGxmPxzk9\nPc3a2lp6vV5JrxuFvn79OqPRKIuLi2XzHZwQyIaVpF6vA3r89NNPc3x8nN3d3cKBmHupdWDeVYcl\njJtDdCOK2ujMu259t2wLt8MOrG4dW+HBEHRyz/xwfNy8eMtZDyaPH5SRH5QDo2FiM+kuJqNyEu+A\n4Jh8cp9RbowZHpdFTnhN5805yJaUoj06ig76oC1m8Wkz2YbpdLaBbZJS4GNBqsNBDK8JTYwBlwnE\ntm2zt3e1jQjPwkvaAybppJhpLwuiMLj2lmdnZ2WtycLCQg4ODjIej4vyeVzhfabTaQ4PD8v8YKwI\nf7gniM2hLc8n1QtnxNwwrxCgw+GwOKeFhYWysG46nWZra6uENhh+jgH88R//8fyxP/bHsr6+Xuba\ntTIfEh4wpybvbcC/1+vWjYQvBtF8A6+jsGaQmSissRXZxgeYjDc2qcXlNRx+3dbYJB8GwHn1i4uL\ncm4DsXMyWwEIh0FI5L7xGbP+/FCUBfGKoaNYylkAPuf43usZ7M1RKBQGRbanZzzs0UkbuqKxnkcQ\ny8LCQnZ3d98qb6Zvnlv/zVyhHMBtiE8yFUD/jY2Ngr7cJz5PhgcUwPcZS7gC70AOKgSZwENQ1+KQ\ngEOQQXD0n/bArUAoD4fDUtfBeSgYw88++yw/+ZM/mc3Nzc440C+jhFqfatTgcM1zZbLzfdetnyqe\nzIyDU5kIP0SXkQNKkMxy/AyCwwEX4/CeYzGU1dyDPWndPhOr3NOWHkWk0Ic9JthXgn4RjtBH10WY\njKUdySy74zRXkkKKuf+0A0+MgniMee7x8XGneMnjU6M7jIe5I+5n+E77qUBlPYo5odoZWIAxvNwH\nIwlX4PM3IHnPzs6yurpaUsD09fDwMEnKPCEvzpzxbPrhsabvHnvLBp9hvOeFUjgG2uCsCd9luTxh\nS9u2efz4cTlkuA7zHCL4b5PvNizuJ59z/9913TqSsFAjOMksnAAyE1aAJLyugXvx23CSHyC8EYeF\nPpl/DF79PwNuL+RQA3YcBns0GhUE4c9yP4QVISQXT/stACaa6AdKgRDa8EGC0RZCFmJk9lykKpTx\nYR5qpamF0W2slckQGUPhsMXcTzIzDKAUczg2YHAsLFwj+0J607E7bWRxGnuJMM6gOb7H0m36zOeY\nJ+9x4YwGXA9ZJtoAN+Q6hV6v11n9ifEmK8FJYCZ7azkH9XrMuf88VOe5RO4cIr4PTdy6keCytePH\nnAMIos7z2/t6kJg8oDiDAqQD3uJ1nEIymmASbMSc/7ZQ2+N5sZD3ReA+rDvgeUDV5eXlrK6udlJ7\ntdew8phRp12EGMksnIH8Iv1HRqRpmuKtCFVQvPqH+82bOxvmZHZSlwvgQFO0Ec+GAaXPzAvG1PUp\nSQrySdKZP4dlIBfSjBDbGAraQwaDkvDV1dUy/vSTsBFjy/6YcCcUSZHhovqT9jAXtLdpms7Gxe43\n5OpoNMrKykqnII7fdQhcE/+8ZyfsVHNt3P29edethxsoD8IORK7JQwuVoZzTcTYE/j5VeTwTD4EB\nAc7RHhS3FlwUlPjdHh/FRVhZ3clmuEBvPmPYiOLxeTxv7YXor/PidbUkfYXMJNTBo8Kd4MWsMKze\nvHPnTsfz1+1EUJkvlMKGwyGcS9fpJ3E7rP94PC5e3vttsKkNxVMYWi8c8xwhD6AlNh2GN2ChHbUR\nTqmfnp6WsnD6Y2QLOdw0Tdn01mQuSwDIioAK37x5Uz5PiJSkyJDlmjlaWVnJgwcPSlrWsusqYOvS\nvB9zDzVS9n3fdX0tiqmYEKfvkm46x/EyYcK8lBuDYIhaZ1D4vp9TT4Tj8hruOX1lIbFxYfl4r3e1\n3TpnRWKY6s1leObZ2VkRZENn+tG2s8OLEWZiXYxa08yWcoMYnP7FE4NAEGq2nKNvpBDpkxGc588F\nX/SPz6EI3JfXuSd/37lztQEtWQFWmFLJ6pQ1p2chN3hntzm5Mh6Ue3OQ8eXlZZaXl0vxFIiQC4LU\nqMx9bNu2c6YIoYedmCtKqXkB+fFMQkOn10F1BwcHpX337t3rpHkdGvO9dyk5ss935iHu9123iiS8\nMIcOgwr8mqGmyT4Gm887M2ClsoCb4DPJVMdz3APSyUrmOD3p7uxNG/GSCOBwOCwFNyb7gOQ194FS\n1FkQvJuNnhUNYTRRRoiB4SD2Jr7F2y8sLJSt6VkyTchmY+kMSjKrmuSHcMWZAYwCqzxR7H6/3/GW\nkJOgANaJmB/ByPV6VwvLhsNhCRlc85DM9trAYDMO9Nmpb4eE5kUcyrDyluwIYVrtXPgOyo3sIYs1\np8Rvxpx5GA6HJdSukR264KxGbTAsow7VvxdDcatGouYbUEYG07wBf2MIzEMAoc00c4+a6XWYUiME\nD5zDFCrjED6ew2eSmZW2Nzk9PS0TaV6CNrJ3QpICuxHKwWDQgdA1ujFpSp/cb/aY5L701zD9zZs3\nZZekZLYTN8QgimGiDdiPoXMNBp+BBGUMCMVQCnaNZnyA6obbzLsrNOEXUECUMEk5vYu0qOE1CulC\nNcYWw10jCu82xvySGuWzkNSQjIyBjajDmWQWGtF25A1ZwOAQ0rIzmMfXl2VuHnFZG4M6k/G1RxJW\ntPo8RTPICCPvUxeB0uAtuJ/DjuTt3adtTQ2VeY22JbOTpVFek5huC5Pv8zZAEhBVCAEH2wDDvWyZ\nEGNhYSEbGxsdiJnMTjR3u634IAiIURs215Y4JGANSA2fyXxwWrZRDN4QhUHpzT84Jk5SzjLt9/tl\nmTkpTG+Qw3yz18ZkMin3Ypm4ay6m02k5stA8AgbBBtwG3wQpMmIC1mRfTYAztowXxVFGPDgGG5o6\nfKQi1yQj802B3ePHj9/ihpy1cCiODM9T/pvQw9caSTBJTIThNFbPvATwG+W2VwGezyv+4R5MrAlN\nFwzVg+wJxvhwHwQZbgNlwJMScrDZKp4QxEO7UFaMg6390tJSqZCsi414ttdQ4LUwQpQvO+ULYYmX\nczUjRo0xJqXX6/VKmbHRHMYFgwAEZ79I+sAeFP1+PwcHByV9DEnN971h8Z07dzIYDDIajYrhIXyp\n+Rfm3XNep9RBRYQbzKmNCkbbysQcWanNpxjZIj+gKMs0MmYlpZ8+lwUjjgFaXFzMaDQqqVdnXeZl\nJyy7tbGo+Qi//q7ra5ECRQiAeHXMjxAkMw9o1pnPJF3ikR+TO0yEay7qCfR9WPzDBDl8oD3T6bQI\nPGw2Hurg4KDsgeAUIAaD77uoCs/CoiPGiuyIQyHa6fGBnzDhRlEa7XJRGuNF2s5EJztdefMVeAP6\nSmxOehD4DgrhXFQvQIM/cHjonb65J5vjuv2G5siBU6EY29pJ4OkJ9WwIauNZh3auFQFlcA/Qmyss\nXdRlo2SSEjl2+GaeCIS9srKS0WhU2kjWi/vUIYSzgrVh4jefQdbfdd2qkXBM5oIkd7z+27CrNiQ2\nBI47PeFYfxCFB6webPMBfp+SW1dRgnJ8oG/TXC0Uop6ffL33WHCmA84gmU30YDDoLFTC82IIHI86\n24LhYYwZKxsXDCAoBjjftm1ZwzCdTrO/v1/uySK04+PjAt2d/QAhsLN2ks6BNhhA+g/iwJOura1l\nNBplYWGhrKo16WgZcMEWhCMowxkGZIw1Fow7Y+MQknlgXrnstTHU5+fn5WAm+uKQtg4TLat1ZsOE\neDJzfm3bFkQFAW1EbMWvQxbGGcT1e71ufUt94lBnHIBhSTcbgTJibbG8DI7TVXjdGpIZInLZouKZ\nrXzJzAjRLqr46olmsZAXYbHwCGSAIYDAc+2Fy5fxzmxKQ3iAl0rS+dttpu94JUNh+prMEJkNFErP\n9vSETtRb0E/zMoSN9uj+HFmi8XhcvCMhzuvXrwuHwlgQXpHqxEgiE8y9yVvqIUxSui3006EhV+2A\nHOryXAwwn2fZvg1VMiOQPR/IT/0M2mE54/7MSa93VS3LBjz0w+23QatTne5b/XnLxk3XrSIJJhGh\ncBhQW/FkZo0ZgHcpOxa0FgoTUTVascWtJ5nBxIB5hadDAPrgNC0lu7StXqZOuhBvipAh4KwBcZoO\nSI+wYWC5TKpRG0CRmglHFJQaAlePsiAJCI6wuu01Kdc0M8KW+zTNbBETJCN8iTMWJycnpcjK2QUj\nIOaHDAHzCl+RzPZOMFIw4cvnGJ952YE61uc5JjgZA9Cg05uePy5/h3Yhhw4NXLNDmAUyM2E9r921\nw6uRRR3uMA7vum7VSDgORNgdChi61ZbRSuzLBoG/PXAoRl2paOLSgu9whQlybpxaD47JI4bGUIB4\njo6OksxgNR7BhVHee4K28TeLl2ifPTjGiX6bN0GR61WPoB0EnOdj2NbW1krVIGPE5iukVhkXx/A1\nhIfngKkHQcBlkCIFSteGgN81QmF+CFfquNsyZgKTVCzKjVE0iW4ZM6nZNE0xMA5RMAhOkToEo102\n8jYkdiw27kYzpHh5Nq+j9MgVzrPWHztCDFKNlm+6br2YyuRgMiPYHHMZqrlD/t9FMUkXtpkkYtBc\n0OQYlwH3ZxwLs5IQT0ZNAsQe5ye4YAmjcHp6muXl5ZK1gNvAQDo9B8vuNqFIeGsQGBWArlyl7U71\nsfs1aUcg/p07d8rComS2G7eNHHMCF4FHBm7TTuaApdMgiclkUohKK6lDTF73zmL2zkk6Rt7GHMGv\nQ9BaBjAESXenMWeAzJXxfeTP2QXLoI205dVhrlGNUYT5EO7ldoGkQBMm5t3GmpOgffPCiRqBvOu6\nVSPh2oiku5QVZayFn057MlxpWU+OJ7UWvJrYMh/htKhr5Zk4uAmE1Sd3v3r1Kv1+v7NQyAQgi7jw\niKTBktkS5pr8gummj3AfCIA9or367u5ux0vyXZSa16bTq9PBnP7kACCMkhXcYQ5zRV+51tfXO+Qu\nq03NofB9DAXzY6WlyMvhICjI7Z9nKGyIPG5wJMwrfUPeMNi8j4G2d3eI0DRNZ42MZc6IxGFtzdtA\nfBLG8joXIaadIbJlZ1dzEkYezIU/XxP29XWrRsIKWcdULlWuLaZheJ3KqckzXveAeFC4H1cNOy0E\nXmDEfUAcbduWRTwc3ruwcFUQBcTmlC8mGT4Dxt8b/IImGB+UyQf4YkQtuI7PCV9g4EEALI1GYS4v\nr9aasEaAscVA1kVtCwsL5fRyCx+cBzwMpKOJXVY/2lAQGtrrmSDFaMLroKCeM/qH8JsMxABwgjjK\nBs+CQTXywHDx4xAB+WQsjHaZV4cltNehj1EaIYfRj41FMnOaycyIOlT2NS/0sg7U4dz7rlvnJKwY\nDHbS3XrLCm+FraFcbVQMv3wPk5pctdV3KsqrSAkXHBuDIN68eVPiy4ODg+zs7GRhYSHr6+vl1G42\nx6VICWVBSCx8hCA2WE6N+RwIe8eLi6uNbzBm1ChwP69SxVOjNAgm42/UQ/iCMqyvr3di8Tp9PZlM\nCoxGce3xncnwXNdhnufL1aHmnJh/GxmMG/djZSnPNILAUCSztSkmks21gEjgeubJmKuALXdGODbw\nZK6cvrdjorgMI2yZfddlg1CH1x963XpZNgPtVFLNG7hTdSiBUNUxaM1fJDOo59xxDZH5nA2QSaG2\nnW2pj2IkKQw9ayXa9qoQ6fnz52X9w2AwKGsTiDHbdnZgDV7ZqVuEn9cQIteUUKkIx0FBE59BUL1Y\ny8jCKWjG1Zv6wLGQivViJ++TyWU4ThuZF485hsckHQbAqMBz7gVxJqnnhY+0kfFi7nAAvn9dN+NM\nBnUkdRhD3zEgKK+NoTMVVlSHAfTN63Ac6mLgOQ+k5hhuMha13tBnG5kPuW7VSCQzxUXwklnjazjv\nGMuTVnccKGc+oCazastfEzxGFnVIY+/o6sGaUDo/P894PM7Lly9zfn6e0WiUXq/X2bxkMBh08vy1\ncnglJWMynU5LyhJDyspEtkUDPRgyG6EQZ2O0+v1+ORXdMW3NCZB9ofqy5kcwqq5roIKT8aPojM/P\ng+QYA3tjZ5SYU3ND3J85N0oCEYCGTOoyj8kMZday5FWayBGGguda5hzu1HPqeXNWDeNDuzAIkMgQ\n3uaEHOrQjjqssDEwspjnSOfq6Hs/cXXj/7dpml9vmuZXm6b5P69f22ia5p80TfNbTdP846Zp1vT5\n/6ppmt9umubXmqb5F266L+w4A8rAM8F1CMDAJN1tuW7qMHANRa/j2HkQzISUB7P2BAiZS6v9nj9/\ndnaW58+fZzqdlvJalAsIyUYjjAGpRvMCIInRaJTz8/Oyz4J3bp5MJqV4i88jpPZ2EKGj0ShN05SD\nhZrmKt3GGJnnAPHV8Jwxg3xDwD0nVhqegxKYt4Cb4bvmF0BuKKszKxgBDI8Row2YicykS2zzHu3w\nPDqrZQ4lSfH0GCPmjfFP0ikhZxyYW2SUcXW7KNhj3L1prpGljYPl1Trkn+/l+lAkMU3yJ9u2/bG2\nbX/i+rW/luR/adv2B5P8UpL/5HoA/vUkf6Rt2+9P8u8l+W9vvOn07c1k7InxKBY0owoz3PUkMJme\nKCt+Tfrw/GSWhnW6idfnfdZHzZn9t1C/efMmL1++LIrHpLMBKp8xQplOp526Cfq1urqahw8fdoSM\nOgq8OmlRBNpQlfYyNuzY9ObNm7Kak+cxHxgV+o4iGqEwV8TYNrY28k3TlEVwRo2ukXEdi+fM6JL1\nE7QnmZ0oz9yCWriHn2dUQHhVz6Pn20RqjYJ4HUTJ2NfGpSZm3Q7uB9K0koMifLoXK2a5n8OLeTwe\n8loji7oosb4+1Eg0cz77U0l+7vrvn7v+n9f/7nXDfyXJWtM0D+bdlJTbTegAgeN9p/EYZIyDIXUd\nx9ZpOz7LVUNBe1uTR8BtPBdhgkm76353JoI4fjwe5/j4OEk6HpcxgDhEaFyGbaVp2zbb29vZ2Ngo\nRCSVoMBvTu7mwgv5nEvWy5CWxAiYI6A/jDt7gDBuNuAYE96rV0ISu+N5TSwaytehIhdzZAUmJEMh\naYsLx6yA9KWudyB0MCIw+kRG+Az9pR/Mj1eocl9nomonaDnn/nUb+ezdu3eztbVVeBVnZ3zV4bHH\njr75mfX36+tDjUSb5B83TfN/NU3z716/9qBt2xfXDXie5P7160+SfKHvfnX92ts3bWdVlghS8nah\nx7yUnONYX0wCHuKmz/F8K/M8fgJvhHDUno+BRlHxIEYzkJtnZ2dlazKKmZKUIhmUjDQugsheFIwX\nocrGxkYxIMBPuI/hcJiNjY2iKD5PggpHBAXBNukKxK65HO5HrM5YMV70lXkCEaF0VEh6DwWUjiIu\nIwOeWSsTc8rvmtjF29NeG3rGwPMIf2F0RJ/9XY4ZdEiBgcfw22vbgdTO0H1wWEXKnHs5HGFubahq\nfZkXMvu5NtyW9ZuuD13g9S+1bfu8aZp7Sf5J0zS/lSvDMe+aF/DM/eyv//qvl4G+f/9+7t+/X95D\nsLjwboaIN2U+HB7UnqS+r5XAy8brgTOhx28UFOV06oy9KrnXZDLJaDTK69evc3Bw0GHO+T2ZTMpG\nuEB4ah1osxVzNBrl7Owsu7u7aZqrAii2jl9fXy+nRrmMHANh5XU6z1yLvV+N3pwuRWAZR1LBvAYi\nYizYfs7pPIygkaLnh3Y5hKrDMIyHjaAVAQ9rQ8Feoiyu438TiCgqKWHW2TCHfBZDh6FP3k7P++Kz\nDmFAW8isQzscxvb2dvb29johtsfBaMGOsEbLdWXpTdcHGYlrpJC2bV81TfM/JvmJJC+apnnQtu2L\npmkeJnl5/fEvk3ysr3+U5Om8+37rW9/qdNQsf90JC4GtLobAIQbvJ3lLMBh83wfBRxFNPgH/EDKT\naCgNntQThEKSGsWjOFW6uLiY8Xic1dXVsmHteDzOaDQqazt4HlwD3pJ+bGxslFLlxcXF7Ozs5M6d\nO+WwXOJt11HwXQq2ktmmNxgPw2bWajA29K9pmo7CGBV4LhlfPBuKxfyY1GQ9iolWoxjJ5FvognY3\n1+Snn1eTkPQNo2Y+hAvD5O95uzuTkzaq5gmMouzUkF2jmsvLq0IvSGfGrPb8m5ubnTbU97X8c9VE\nfK/XK2gOQ37T9d5wo2malaZpVq//HiT515L88yS/mOSvXH/sryT5heu/fzHJv3P9+T+R5ICwpL5q\nqGSIVfMQdShi5fciMb/vQakJI3sZGx+eyeQ6NuSzzma4L9QdNE3TqR9AQPBUZvGTFIPhmJgLlAIX\nwmTSJ3YuQug2NzeLJ2TsnFo2HK/3d7TR5W+4i3kVgRivmg9iTjzeTr3imT3OjKGXq1sW6gKrGiGQ\nTfH96uwX97WhN++AjEF21gjAa1aYV2dS6Gv9g9FMUlCDQ6M6nHOYZ1TQNLONiNbW1jql4w7DLNfM\ngXXH17zX6utDOIkHSf63pml+Ncn/keR/atv2nyT5m0n+1evQ408n+RvXDfpHSb7TNM23k/xMkn//\nphvXk2MS0B02P+AfK389OA5DbPXtLWt+wULsgpuky8574m0wSBEaMqIIXBcXF2VLOwwFCjocDosR\nWl1dzenpadnc1ajG3Mf5+XnZlIR8upeVO62HMcC4eeu4ui9m3Mm8MI4oV40WGC9nfhzW2MPiuR0y\n1MaduceoGDHUMuCUsWVpXghj48542GDweS80wyAyxnzGckG7LauWS9dGeLsAy6yrLn1PUEe/f3X4\n8fb2dgmBjX5qw+DX7ZBtHOrP1td7w422bb+T5K1ah7Zt95L8mRu+8x+8775chmFMhEkjx2a1Yid5\nSwmTdATPHsRCxQTj8ZgEPo8B805OntTrfnbQEIZiaWmpxOEIOm2E2T89Pe2csnV6eprV1dWsra2V\nRVWsLIVnoBiL8fIKz9FoVBZksaO1yU+IRpBBMtuAhvFm7JOUFOVNBpnnO4Rhruq4GMRijwXEtxLa\nkGDg6rQi4+4MDGPs6kqng2tn5PDDc4oCcw/31elM7o8cOKPGZURTe3hnJWoDRl8ZX7eVue/3+2Xf\ny3p3MF/IvMetNgzvQxHJ12DtRt0Be2pbaCCaO2prWEOspFuGbXjpe9s7cTmms+DX0D15e/GZ2X8U\nFK/MFuwYDQsiiML7LaytrRVPnKQQgghEbbS2traSdNNuKDLtcngA6qFf5gl6vV4Jj+iPVykyTvQT\nJMJc2fD4pCqEls8Y1Rl62yOb4HSYwRwauiMfDmVAIpYX7ouyGzXxLKMqxtX1FEl3py9+XBdRF5yZ\nr/JlR2J0w3dsiKltoTAPPsSIwrI8L9xgDOcRqvV163tcuuJsXjzL5Ymep9i21Fz14BBWmKBEsOrn\n8b9jYxQeL2ZGHqWnzBlhoY3evBXFc2aEjEiv18v6+nrOz6/2T9za2iqLiCAPLYTJDFovLS3lwYMH\nncmH6yCsuLycHVFow9C2bWm3C6FQFOB8zQ8xjvX4g3JsOGirkQb1Jq4KpT21B+cy52DyzqQsbZnH\nc1lZgO+WI3MWOBZ+g24890l3Tws4HNCAV9Zajmk/7bCSg6R8X4fEi4uLWV9f7xzPgKGYZwzeZyze\ndd36Ai8XhTAx8xCGrX1tKCzsJhp9+X7ebclEkvmOGimg9A59uPwZ1nGQG8co2aPXMX5dgMQmMKAL\nPBdhCvE8z8S79fv9rK+vd87rsAc3z+JsBmk/Q25+G7U4Tq777dc8V9zTsNqwO0lnwxbmCsNjjod2\n2ehbSU3kmRx0OtZyYANiROH3uZfnwCiprnMwCqP/TnFy8TkbOYyAFxSCbGok4ZADbqeW/ZqrqI1B\nzU3cdN26kWCAKKdloA3fbFWZbHsRjA0T7hx3zYgnM0PC/WHHQQdAZJNxXAgMryOsTFyv1yuHztJW\n7sNvyp85fdzeloKcwWBQkMjS0lKpLcAz1aeGUwnZ7/fz4MGDQmoh/LQRoWMVKoVaGCd7YY8T4+tl\n84b3voxkEGDPoYXTfEnNe6AoKEAdemDwPT82BqQsjQQ950aQKCz/+3X/BmXxLPrv3aRqGbUHNzfG\neFsP/H2XqNfhVq/Xy2g0ytraWhl/IxbPkRFebWS/9pxE0g0J2nZ2/FmNBhh0V/Ih8B5cM+1MgNNn\nDiHq2Nawud+fHVrjttacB68jiLSbsykQIgqUvGEqFYbOOGAwWY+BwRsOhzk8PCzKRrHWdDotC6am\n02lp86NHjwr0RRhRRhALXhYepOYBaL+P9oNfQWgxmq5KBOUwzvaQNcFm7x/IXAAAEgxJREFUpeCZ\nvG5BxlDY2NMPL5+uPTrEp9GfOSlnKoxUzEPURrGuKajDZssHY2heDA5hXlhH+10TYxRhI4FD4CxV\nj59Dwtoo1wTn+65b35kKQcALukTYxJFDC69xsIKh8Pb2SXe/AX+uNhpJ12g59KhhWW3cfM/pdFp2\nfLanQAg5S8JCm8wIKxZowSe8fv26HP4zHo8L4njz5k3ZkwKozb6VCwsL+fjjj0tbQSVWHldiOmVK\nRsAb4xC7z0MNNSFJLM4c8bv2uOYg6pDGIWYy2/17npFhnG3cvDbG2Q1+MAKuBDUqrBEEn/VCLsJk\n5hWuykaUNrJnKZ+l2pJ+OjyqebNklg3q92eHPC0sXC0fv3//fhlv+uN+OEx02yy379TTd777h3zV\n1q72RF6EZItub2wlt2GwgNWwGIXAGifdWooaMcx7rSbYPPB4m6Ojo07xlL3m2dlZ2R2qniQLIFvi\nnZ+fZ3l5uazghIxsmqZsc280lFzVQXz88ccdiI/Hq8MmflsoMS5sYAM/QniGYHN//w2R5hWGLCRD\naEF57rcNh7kCXqc9dgZGPSixiUVXU+KQSPc6ReqwhO8wZnZoSYqxI+NUGzCeXc+reQPCAxuyGg1j\n6FzqTZ8WFxezvLyc9fX1jEaj8tw6xLDRqJGF5/+m69Y5CVtWDEINHesUm0OApGtsGOx6AU+NCCxg\n3o/BA2wuw4aC12uS0zwJqIAdo9wOSM03b96UfRxQSvrG6kyv5WjbNsPhMEdHRyUMoKwa70kalSzH\naDQqf7MrOQrmLdoZEzP7JlghV2mrF2KZODbCs9FljE5PT0vRGWPE7t1N05Txuri4KL/hQXhuzTGg\nAEnK2Npo0ib6msxK73nfJKsRkPttROjl9Cgtf1tR/WOD5zZ77495nAZ9QuYw2slV3Q3FdCaz7cSs\nJzU6Nsq46bpVI+GaAyuWvboNxLwFLbVVtFIzYcnb5zBasf1Mx45OMdZI4l1tYGJBERhCh1OTyaQo\noXkJhIWw5PT0NIPBoCgQEBNlI8x4/PhxDg8P8+bNm3zxxRd59uxZvvnNb+by8jJbW1tZXV1NclVL\nsbKyUhAJhoLxt/FkrFiDMhgMyrhyCtedO3eKF/OYoWSDwSCvX7/O8vJyOcLv9PQ0GxsbGQ6H+cY3\nvpGHDx9mOBymaZpsbW1lfX09w+Ewo9Go8DL37t3L9vZ2PvrooywtLeXjjz8ufSCTwHwS7ngNiLkE\n5jyZHeCDZ64RJcSxUQ9IzmssbGj5ruUP2QCBIHMYg3nLD1B6G0RCP/bQpN1bW1slDKmdHZcRZS2/\n77puvZjKg4W3IPVXk4vJzEo6TcRl8ieZIQ4zw/WA1LHnPCtMLFobGiMKt8deczKZdNALcBkUcXp6\nWn7M/mMo+D4HB19eXpYt76jaHA6HWV1dzU/8xE+UeovLy8v8yq/8Sra2ttLr9fLJJ5+U5y4sLOTT\nTz8tcTt1E0tLS8UQIZgLC1frQUB73/zmN3N8fJzBYJD9/f3cu3cvx8fHHa9MHw8PD3P37t38yI/8\nSIbDYba2tvLw4cM8fvw4z5496/ASCwsLpY+j0Sjf/OY3s729na2trXz66ae5vLzM5uZmnjx5ks8+\n+yyPHj3Kp59+WryyU84YTi/kIiRwihe5wEB7nJljkNS8g3EgczGo8GWWoboa0+8RfngLvIuL2bki\nNhgmcM07NU2T5eXlbG5uZm1trcM9OD37LmPwtTYShmcmrbCsJpP8nXnwqIZNVsyaPzCsNLNuuOZ7\n1M+tQwwbMsO4i4urXauBqskM5rLkmHCDzWzNvcBFnJ2dlZw4hpWVo217dU7n0dFRjo+P861vfSvf\n+ta38tVXX5VVoYQmf/SP/tGcn5/n4cOH+a3f+q388A//cBGsb37zm3nz5k1+4Ad+IGdnZ3n48GFp\nA6FH27b59re/nR/7sR9L27b56KOPMplM8ujRo1JK/uTJk/R6vWxtbeXBgwf5/PPPc3l5me3t7ZK2\n3dzczDe+8Y0MBoOMx+PcvXu37KQF4XtycpLHjx+XdPJkMsna2lqOj48zHA7z7NmzzsHE/197ZxMb\nyVXE8V/NhyOPxx+xMWtnF2eXJVE4IAEHkhAkIg4oCIlbFA6IBAkJcQFxgERw4AonPoSAC1xAJKBI\nwEoIkqAgTiSEJMuukqyzOOvd9axsT8aeLzs7M2s3h+n/c0174wCSPY3UJVnT0+7pru5Xr+r//lX9\nnkeQ6rxy/HIgfpYzn5r1vJYIRR0jktJ3NqEUtbNQos4vZ+/tRM8waZ+eQDWzMC2ADxj+NxqyCgnp\n/+VymePH96ZtSf4/uf3fyNCdhO8Uilye8FKU1j4PvTzM89Hcs7qekU5yDL72QvroQSbTgB7NeOQD\ne9FFQyIhk1xur7RZ5xGTrqGH0EZy/Uvpo/Fvp9NhcnIywNxerzfwEtiNGzdYXFzkxRdfZGJignvv\nvXcgTy/Cbnx8nHa7zR133MHVq1eDUTYaDU6cOMH29jazs7OMjY2FSK03S6vVKgArKysDEbXT6bCw\nsMDU1BRRFDE3Nxcc36lTp6jX67Tb7dDuy8vLbG5uUiqVmJ6eDmPzKIqYn5/nrbfeotFosLGxEYZk\n5XKZ9fV1ms0mi4uLFIv9BY0005dvXz07P9VAkuvy7etFBKHsQ3YnR6traEJa2ZwcgJ6zH374eg85\nL08kel5JyM6Twsk0rHc+URQFJDg7O0u5XB6w2f/VMXhJBXEpaKU0jjq3nILv6J75TfIEHjkkmVzv\n6dVAyWyIPv3vklyFb3CfWvM6+eHN7u5uWBzHs+9qXKXHhAR0rDei3d1dWq1WGGrkcrnwvVgscunS\nJaIo4vTp07RaLS5cuBBKtJU6lbNZWFgIKVVNwQ/QaDSoVquhyOvKlSvMzMywu7vL2toap0+fZnp6\nOqRc9Zvr16/TbDZpt9uBs1Dn7PV6XL58OdzT+vo61Wo1zJ1Rr9fZ3NwM/IoQ5MmTJ0PB2LFjx4Ij\n0HR8W1tbLC8vU6/XGR8f3xe11cF99E+mFD2j7wODUIHaSAgqyTno2QutyJH4N2N93YNSyvrubdwP\nf6SXz8hpCO4dnUe+On50dJT5+fkBIjaZ/vT37APuQTL0YipPUIq0A/Y1uo/mSTLIIwOPCvzwI/lW\nn67hH6KgvHcYMDhmhT1oCHvrSXqE4pENMEBOKjrpPHoVvNPpBKKy2WwOzFmge2u324yMjDA5OcnY\n2BgbGxtMTU3RarVYWlqi0Whw5513UigUWF5eDrC40+nQaDSYnp5me3ubhYUFut0upVIpoInr169T\nKpXY2NgI3MXq6irlcplarcYrr7zC1NRU+F2lUqFQKLC2tsbIyAgrKyth0hwRqD5a12o1tra2qNVq\n1Gq1gLJE/h0/fjx07Hq9DkC1Wg0IR7Uj1Wo1TNSj64kL8O3siUrZme/Q3naSY3c5Bs8ziZNJFjzJ\nLkSeahkDGHwpUcf6JQC83QixqP5FxwAhxe05OqFRnxL2xVXeMfq+omfjScxUOwmfBvI8Aeyfb1JQ\nzXdi2F9/7tNXSVTg4bf3yN6j6vPNN98ciDaeyxBZpYaQ8SWjk5yeDAoGawFEWuVyubDMngjMdrsd\nOpqMWo6kWCyytLREPp/n8uXLzM/Ps7OzQ61WY319PUQVv+hPFEVUKpVwLyMjI2H+ilqtRqFQoN1u\nB9Zc8F71GTs7O6yurgbnUSgUaDQa5PN5ms0m+XyeK1eu0Gg0qNfrnDt3LkSyer0eMhyKqnp9vNVq\nUalUaLfbjI6Ocu3aNer1OsvLy6ysrFCpVDh79mxAU3oPo1qtsrOzw+TkZOAXvO34KO+DkEc6S0tL\nAx0mOez0wzR1eM8V6Lw+SOVyuZuW9IsnUQWsnJGGnx5tiFC+evVqSI37oY63WSBMpnzjxg3m5uaY\nmJgIuvt+kbRnIZpUE5fAvpvwHRkGq8K8A5Akc+Ue9gsZKLJ74jGZK/bnAKjVagOowHMKOreuo4b2\nOmkcKeNstVoDbwd6I9M5ut0urVYrrFnp3zjVOLfVatHpdDh//nxYCXxtbS2slSFHUqlUwlwUgqaa\nX0GwvVwuB0JRQ7KRkZHwklq5XA5RXW0lg9Wz1lohpVIp/F7Oy6dTe70ejUYj1H0UCgWazSajo6MU\ni/1lETWEqtfrIRqqtqPVapHP54MjkxNUhsdzWHqm/n0cdWLp3e12WVpaCvfl63G8XXmuwXco2YGC\ngPT1JKmeuzqjpotTtsSjUaENtQNApVIJw3EfNGW3chYammkIq5J83ZsnZ71N6z7fyUn8pxPhHqr4\nIYSHU3owySGAOk7yt55v8JyBb0ydL0k8qpHElut8/lO6+fGqRxQ61o9DYQ9abm5uhhy318vMgmNQ\nxxaMVOQUHO31eqFSc3JycsDoNdHu9vZ2WNBXZbyC0DJU6BcITU9P0+v1whqlQCjS2traCtsq6FJn\n8YVG/iWyJHxV+jEZ2XzZtu7Rt6mOAUKKUNkH7Z+amgorifnOKEchp+DJPR89fVtqn59VTOJfC/A2\nK5sSUvQznesY2aPu09+fL15LVlzCHgnqkbEvG5AOHpEUCgVuu+02Ll68GAq+5Bjeru+lHkl40cPz\n2QuNJZNVfT6/DnvVjrCfwPTnTnpRT0oJEnqE4YcSHs14o/LGk9RPQ4Vut0uj0QhQ0iMNReRcLhfK\ntTudDu12e6B+QlFVBUSazUpTrHe7XcbHxykUCmFYorSqT++q45bLZYrFIjMzM4yNjQ1EYDmz3d3d\n8Kn3P3RvPnsAhGfn3xT1RJx/Psn6GLWhj3w+YKjwyyMFPw9HkkjUtn7r/++voecvHTy5KHvxwxft\n030IKfmX37x9+en0FVS8bftUvCfnvRPzJH7y+v4FN7X77OxsmIDIB9skx5fcfjuxdzrgsMTMhnPh\nTDLJ5KYSRdFNIcXQnEQmmWTy/yGpGm5kkkkm6ZPMSWSSSSYHylCchJk9YGYXzOx1M3t0SDr8zMzW\nzOyc23ermT1tZotm9pSZTbr//dDMLprZWTPbt8TAIeh3wsyeNbNXzey8mX0lTTqa2S1m9ryZvRzr\n9+14/0kzey7W73EzK8T7R8zsiVi/v5nZwmHq5/TMmdlLZnYmbfqZ2bKZ/TN+hn+P96WifQdE7OZR\n/dF3TP8CbgeKwFngriHo8TH664mcc/u+C3wj3n4U+E68/SngD/H23cBzR6DfHPDBeLsMLAJ3pUzH\nUvyZp79w093Ar4EH4/0/Ab4Ub38Z+HG8/RDwxBG189eAXwJn4u+p0Q94A7g1sS817Rt0OqoLuYdw\nD/BH9/0x4NGj1iO+9u0JJ3GB/mrp6qSvxds/BR5yx72m445Q19/RXwwpdToCJeAf9NeIXQdyybYG\n/gTcHW/ngeoR6HUCeAa43zmJaor0uwTMJPalrn2HMdw4Dlx131fifWmQd0fxuqVRf5FkLXOe1LnC\nEepsZifpo57n6BtGKnSMofzLwCr9zrhEf+1XFY74tg36RVG0A9TNbPow9QO+B3wd+qvam9kMsJki\n/SLgKTN7wcy+GO9LTftKhlFxebNcbNrzsEPT2fqLNT8JfDWKovYB9SVHrmPc2T5kZhPAb4H3H6BD\nUj/jEPUzs08Da1EUnTWz+901k3oMRb9YPhpF0aqZzQJPW39d3dS0r2QYSGIF8KTQCeDaEPS4mayZ\n2TEAM5ujD52hr/N73HFHonNMqj0J/CKKIq3aniodAaIoagJ/pQ/fp8xMduV1CPqZWR6YiKJo8xDV\nug/4jJm9ATwOfAL4PjCZEv2EFIiiqEp/OPkRUti+w3ASLwDvM7PbzWwE+CxwZgh6wP7IcgZ4JN5+\nBPi92/95ADO7hz6kXjsC/X4OvBpF0Q/SpqOZvUvMu5mN0udLXgX+AjwYH/ZwQr+H4+0HgWcPSzeA\nKIq+GUXRQhRF76VvY89GUfS5tOhnZqUYJWJmY8AngfOkpH0H5CiIj5sQNg/QZ+svAo8NSYdf0ffE\nHeAK8AXgVuDPsW7PAFPu+B/Rz8r8E/jwEeh3H7BDP/vzMvBS/Nym06Aj8IFYp7PAOeBb8f5TwPPA\n6/QzCcV4/y3Ab+I2fw44eYRt/XH2iMtU6BfrobY9r36Qlvb1f1lZdiaZZHKgZBWXmWSSyYGSOYlM\nMsnkQMmcRCaZZHKgZE4ik0wyOVAyJ5FJJpkcKJmTyCSTTA6UzElkkkkmB0rmJDLJJJMD5d+niED/\np3u4VAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b287090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "w_r_value = np.array([[0,0,0,0,0], [0,0,0,0,0], [0,0,0,0,0], [0,0,0,0,0], [0,0,0,0,0]], dtype=float)\n",
    "w_g_value = np.array([[1,0,0,0,0], [0,1,0,0,0], [0,0,1,0,0], [0,0,0,1,0], [0,0,0,0,1]], dtype=float)\n",
    "w_b_value = np.array([[0,0,0,0,0], [0,0,0,0,0], [0,0,0,0,0], [0,0,0,0,0], [0,0,0,0,0]], dtype=float)\n",
    "w_value, output_value = sess.run([w_expand,output], feed_dict = {x:image_array,\n",
    "                                            w_r:w_r_value,\n",
    "                                            w_g:w_g_value,\n",
    "                                            w_b:w_b_value})\n",
    "plt.imshow(np.squeeze(output_value),cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x10b583450>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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gOJ5fAb1gbEATiUTCDA6EnPcq/Oy5AenCc3Kf8A8opedUMJrz+Xyr1gCPBdSXZJwHIZWf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\nbeuxMc8CbwBp6NWfHlbxfB5G8lrmTMzPz0eRkjQ5z7PX60Uql3XGQMA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LIcx6rVKpFPyG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Hh/4meeEc/jxCMFTu12O3o6KLWm5qFWq82gAnoSeD4vM8ewsFYUVxFKYAxRJtDZaDSaORwHw9dq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\nlBneqOd6obMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10bfec610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "w_r_value = np.array([[-1,-2,-1], [0,0,0], [1,2,1]], dtype=float)\n",
    "w_g_value = np.array([[-1,-2,-1], [0,0,0], [1,2,1]], dtype=float)\n",
    "w_b_value = np.array([[-1,-2,-1], [0,0,0], [1,2,1]], dtype=float)\n",
    "output_value = sess.run(output, feed_dict = {x:image_array,\n",
    "                                            w_r:w_r_value,\n",
    "                                            w_g:w_g_value,\n",
    "                                            w_b:w_b_value})\n",
    "w_r_value = np.array([[-1,0,1], [-2,0,2], [-1,0,1]], dtype=float)\n",
    "w_g_value = np.array([[-1,0,1], [-2,0,2], [-1,0,1]], dtype=float)\n",
    "w_b_value = np.array([[-1,0,1], [-2,0,2], [-1,0,1]], dtype=float)\n",
    "output_value2 = sess.run(output, feed_dict = {x:image_array,\n",
    "                                            w_r:w_r_value,\n",
    "                                            w_g:w_g_value,\n",
    "                                            w_b:w_b_value})\n",
    "plt.imshow(np.squeeze(output_value+output_value2),cmap='gray')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\t3\t6\t9\t12\t15\t18\t21\t\n",
      "30\t33\t36\t39\t42\t45\t48\t51\t\n",
      "60\t63\t66\t69\t72\t75\t78\t81\t\n",
      "90\t93\t96\t99\t102\t105\t108\t111\t\n",
      "120\t123\t126\t129\t132\t135\t138\t141\t\n",
      "150\t153\t156\t159\t162\t165\t168\t171\t\n",
      "180\t183\t186\t189\t192\t195\t198\t201\t\n",
      "210\t213\t216\t219\t222\t225\t228\t231\t\n",
      "----------\n",
      "1\t4\t7\t10\t13\t16\t19\t22\t\n",
      "31\t34\t37\t40\t43\t46\t49\t52\t\n",
      "61\t64\t67\t70\t73\t76\t79\t82\t\n",
      "91\t94\t97\t100\t103\t106\t109\t112\t\n",
      "121\t124\t127\t130\t133\t136\t139\t142\t\n",
      "151\t154\t157\t160\t163\t166\t169\t172\t\n",
      "181\t184\t187\t190\t193\t196\t199\t202\t\n",
      "211\t214\t217\t220\t223\t226\t229\t232\t\n",
      "----------\n",
      "2\t5\t8\t11\t14\t17\t20\t23\t\n",
      "32\t35\t38\t41\t44\t47\t50\t53\t\n",
      "62\t65\t68\t71\t74\t77\t80\t83\t\n",
      "92\t95\t98\t101\t104\t107\t110\t113\t\n",
      "122\t125\t128\t131\t134\t137\t140\t143\t\n",
      "152\t155\t158\t161\t164\t167\t170\t173\t\n",
      "182\t185\t188\t191\t194\t197\t200\t203\t\n",
      "212\t215\t218\t221\t224\t227\t230\t233\t\n",
      "----------\n",
      "1.0\t0.0\t0.0\t\n",
      "0.0\t1.0\t0.0\t\n",
      "0.0\t0.0\t1.0\t\n",
      "----------\n",
      "0.0\t1.0\t0.0\t\n",
      "0.0\t1.0\t0.0\t\n",
      "0.0\t1.0\t0.0\t\n",
      "----------\n",
      "0.0\t0.0\t0.0\t\n",
      "1.0\t1.0\t1.0\t\n",
      "0.0\t0.0\t0.0\t\n",
      "----------\n",
      "306.0\t333.0\t360.0\t387.0\t414.0\t441.0\t468.0\t495.0\t\n",
      "576.0\t603.0\t630.0\t657.0\t684.0\t711.0\t738.0\t765.0\t\n",
      "846.0\t873.0\t900.0\t927.0\t954.0\t981.0\t1008.0\t1035.0\t\n",
      "1116.0\t1143.0\t1170.0\t1197.0\t1224.0\t1251.0\t1278.0\t1305.0\t\n",
      "1386.0\t1413.0\t1440.0\t1467.0\t1494.0\t1521.0\t1548.0\t1575.0\t\n",
      "1656.0\t1683.0\t1710.0\t1737.0\t1764.0\t1791.0\t1818.0\t1845.0\t\n",
      "1926.0\t1953.0\t1980.0\t2007.0\t2034.0\t2061.0\t2088.0\t2115.0\t\n",
      "2196.0\t2223.0\t2250.0\t2277.0\t2304.0\t2331.0\t2358.0\t2385.0\t\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "from __future__ import print_function\n",
    "\n",
    "x_mock = np.array(range(300))\n",
    "x_mock = x_mock.reshape([10,10,3])\n",
    "\n",
    "w_r_value = np.array([[1,0,0], [0,1,0], [0,0,1]], dtype=float)\n",
    "w_g_value = np.array([[0,1,0], [0,1,0], [0,1,0]], dtype=float)\n",
    "w_b_value = np.array([[0,0,0], [1,1,1], [0,0,0]], dtype=float)\n",
    "\n",
    "kernel = np.stack([w_r_value, w_g_value, w_b_value], axis=2)\n",
    "for depth in range(3):\n",
    "    for height in range(10-2):\n",
    "        for width in range(10-2):\n",
    "            print(x_mock[height][width][depth], end='\\t')\n",
    "        print('')\n",
    "    print('----------')\n",
    "\n",
    "for depth in range(3):\n",
    "    for height in range(3):\n",
    "        for width in range(3):\n",
    "            print(kernel[height][width][depth], end='\\t')\n",
    "        print('')\n",
    "    print('----------')\n",
    "output_numpy = np.zeros([8,8])\n",
    "for height in range(10-2):\n",
    "    for width in range(10-2):\n",
    "        along_depth_sum = 0\n",
    "        for depth in range(3):\n",
    "            depth_result = (x_mock[height:height+3, width:width+3, depth] * kernel[depth]).sum()\n",
    "            along_depth_sum += depth_result\n",
    "        output_numpy[height][width] = along_depth_sum\n",
    "\n",
    "for height in range(10-2):\n",
    "    for width in range(10-2):\n",
    "        print(output_numpy[height][width], end='\\t')\n",
    "    print('')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-21-60215a10e730>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-21-60215a10e730>\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m    -\u001b[0m\n\u001b[0m     ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "w_r_value = np.array([[1,0,0], [0,1,0], [0,0,1]], dtype=float)\n",
    "w_g_value = np.array([[0,1,0], [0,1,0], [0,1,0]], dtype=float)\n",
    "w_b_value = np.array([[0,0,0], [1,1,1], [0,0,0]], dtype=float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "306"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "0+33+66 + 4+34+64 + 32+35+38"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "333"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "3+36+69 + 7+37+67 + 35+38+41"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "w_value, output_value = sess.run([w_expand,output], feed_dict = {x:x_mock,\n",
    "                                            w_r:w_r_value,\n",
    "                                            w_g:w_g_value,\n",
    "                                            w_b:w_b_value})\n",
    "#print(x_mock)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[[ 1.  0.  0.]\n",
      "  [ 0.  1.  0.]\n",
      "  [ 0.  0.  1.]]\n",
      "\n",
      " [[ 0.  0.  0.]\n",
      "  [ 1.  1.  1.]\n",
      "  [ 0.  0.  0.]]\n",
      "\n",
      " [[ 0.  1.  0.]\n",
      "  [ 0.  1.  0.]\n",
      "  [ 0.  1.  0.]]]\n",
      "[[[  0  30  60  90 120 150 180 210 240 270]\n",
      "  [  3  33  63  93 123 153 183 213 243 273]\n",
      "  [  6  36  66  96 126 156 186 216 246 276]\n",
      "  [  9  39  69  99 129 159 189 219 249 279]\n",
      "  [ 12  42  72 102 132 162 192 222 252 282]\n",
      "  [ 15  45  75 105 135 165 195 225 255 285]\n",
      "  [ 18  48  78 108 138 168 198 228 258 288]\n",
      "  [ 21  51  81 111 141 171 201 231 261 291]\n",
      "  [ 24  54  84 114 144 174 204 234 264 294]\n",
      "  [ 27  57  87 117 147 177 207 237 267 297]]\n",
      "\n",
      " [[  1  31  61  91 121 151 181 211 241 271]\n",
      "  [  4  34  64  94 124 154 184 214 244 274]\n",
      "  [  7  37  67  97 127 157 187 217 247 277]\n",
      "  [ 10  40  70 100 130 160 190 220 250 280]\n",
      "  [ 13  43  73 103 133 163 193 223 253 283]\n",
      "  [ 16  46  76 106 136 166 196 226 256 286]\n",
      "  [ 19  49  79 109 139 169 199 229 259 289]\n",
      "  [ 22  52  82 112 142 172 202 232 262 292]\n",
      "  [ 25  55  85 115 145 175 205 235 265 295]\n",
      "  [ 28  58  88 118 148 178 208 238 268 298]]\n",
      "\n",
      " [[  2  32  62  92 122 152 182 212 242 272]\n",
      "  [  5  35  65  95 125 155 185 215 245 275]\n",
      "  [  8  38  68  98 128 158 188 218 248 278]\n",
      "  [ 11  41  71 101 131 161 191 221 251 281]\n",
      "  [ 14  44  74 104 134 164 194 224 254 284]\n",
      "  [ 17  47  77 107 137 167 197 227 257 287]\n",
      "  [ 20  50  80 110 140 170 200 230 260 290]\n",
      "  [ 23  53  83 113 143 173 203 233 263 293]\n",
      "  [ 26  56  86 116 146 176 206 236 266 296]\n",
      "  [ 29  59  89 119 149 179 209 239 269 299]]]\n",
      "306.0\t333.0\t360.0\t387.0\t414.0\t441.0\t468.0\t495.0\t\n",
      "576.0\t603.0\t630.0\t657.0\t684.0\t711.0\t738.0\t765.0\t\n",
      "846.0\t873.0\t900.0\t927.0\t954.0\t981.0\t1008.0\t1035.0\t\n",
      "1116.0\t1143.0\t1170.0\t1197.0\t1224.0\t1251.0\t1278.0\t1305.0\t\n",
      "1386.0\t1413.0\t1440.0\t1467.0\t1494.0\t1521.0\t1548.0\t1575.0\t\n",
      "1656.0\t1683.0\t1710.0\t1737.0\t1764.0\t1791.0\t1818.0\t1845.0\t\n",
      "1926.0\t1953.0\t1980.0\t2007.0\t1522.0\t1549.0\t1576.0\t1603.0\t\n",
      "1684.0\t1711.0\t1738.0\t1509.0\t1024.0\t539.0\t566.0\t593.0\t\n"
     ]
    }
   ],
   "source": [
    "print(w_value.squeeze().transpose([2,1,0]))\n",
    "print(x_mock.transpose([2,1,0]))\n",
    "output_value = output_value.squeeze()\n",
    "for height in range(10-2):\n",
    "    for width in range(10-2):\n",
    "        print(output_value[height][width], end='\\t')\n",
    "    print('')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "0+33+66 + 31+34+37+5+35+65"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(0+33+66 + 4+34+64 + 32+35+38)\n",
    "print(30+63+96 + 34+64+94 + 62+65+68)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "30+63+96+35+65+95+61+64+67"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "x = tf.placeholder([None, None, None, 3], dtype=tf.float32)\n",
    "W = tf.Variable(tf.truncated_normal([3, 3, 3, 32], stddev=0.1))\n",
    "b = tf.Variable(tf.zeros([32]))\n",
    "logits = tf.nn.conv2d(x, W, strides=[1, 1, 1, 1], padding='SAME') + b\n",
    "output = tf.nn.relu(logits)\n",
    "\n",
    "\n",
    "\n",
    "tf.nn.conv2d(x, W, strides=[1, 1, 1, 1], padding='SAME')"
   ]
  }
 ],
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